IEEE Catalog Number: ISBN:

CFP19BGD-POD 978-1-7281-0859-9

2019 IEEE International Conference on Big Data (Big Data 2019)

Los Angeles, California, USA 9 – 12 December 2019

Pages 1-769

1/8

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TABLE OF CONTENTS

RESPONSIBLE DATA SCIENCE ....................................................................................................................................... 1 Lise Getoor

DATACOMMONS ................................................................................................................................................................ 2 Ramanathan Guha

DECEPTION, ROBUSTNESS AND TRUST IN BIG DATA FUELED DEEP LEARNING SYSTEMS ...................... 3 Ling Liu

THE NEW SCIENCE OF CAUSE AND EFFECT, WITH REFLECTIONS ON DATA SCIENCE

AND ARTIFICIAL INTELLIGENCE ................................................................................................................................ 4 Judea Pearl

FEDERATED RECOMMENDATION SYSTEMS ............................................................................................................ 5 Yang Qiang

UNCERTAINTY-AWARE OPINION INFERENCE UNDER ADVERSARIAL ATTACKS ........................................ 6 Adil Alim ; Xujiang Zhao ; Jin-Hee Cho ; Feng Chen

MINDTHESTEP-ASYNCPSGD: ADAPTIVE ASYNCHRONOUS PARALLEL STOCHASTIC

GRADIENT DESCENT ...................................................................................................................................................... 16 Karl Bäckström ; Marina Papatriantafilou ; Philippas Tsigas

SKETCHYCORESVD: SKETCHYSVD FROM RANDOM SUBSAMPLING OF THE DATA

MATRIX ............................................................................................................................................................................... 26 Chandrajit Bajaj ; Yi Wang ; Tianming Wang

EXPLAINABLE AUTHORSHIP VERIFICATION IN SOCIAL MEDIA VIA ATTENTION-BASED

SIMILARITY LEARNING ................................................................................................................................................ 36 Benedikt Boenninghoff ; Steffen Hessler ; Dorothea Kolossa ; Robert M. Nickel

FINDING STABLE CLUSTERING FOR NOISY DATA VIA STRUCTURE-AWARE

REPRESENTATION .......................................................................................................................................................... 46 Huiyuan Chen ; Jing Li

RESTRICTED RECURRENT NEURAL NETWORKS ................................................................................................. 56 Enmao Diao ; Jie Ding ; Vahid Tarokh

PARSIMONIOUS MORPHEME SEGMENTATION WITH AN APPLICATION TO ENRICHING

WORD EMBEDDINGS ...................................................................................................................................................... 64 Ahmed El-Kishky ; Frank Xu ; Aston Zhang ; Jiawei Han

A STREAMING MODEL FOR GENERALIZED RAYLEIGH WITH EXTENSION TO MINIMUM

NOISE FRACTION ............................................................................................................................................................. 74 Soumyajit Gupta ; Chandrajit Bajaj

DETECTING MODEL CHANGES AND THEIR EARLY WARNING SIGNALS USING MDL

CHANGE STATISTICS ..................................................................................................................................................... 84 So Hirai ; Kenji Yamanishi

ON THE GLOBAL CONVERGENCE OF CONTINUOUS–TIME STOCHASTIC HEAVY–BALL

METHOD FOR NONCONVEX OPTIMIZATION ......................................................................................................... 94 Wenqing Hu ; Chris Junchi Li ; Xiang Zhou

MINING NEWS EVENTS FROM COMPARABLE NEWS CORPORA: A MULTI-ATTRIBUTE

PROXIMITY NETWORK MODELING APPROACH ................................................................................................. 105 Hyungsul Kim ; Ahmed El-Kishky ; Xiang Ren ; Jiawei Han

ON RELAXING FAILING QUERIES OVER RDF DATABASES .............................................................................. 115 Wafaa Mebrek ; Badran Raddaoui ; Mohamad Albilani

INFINITE DROPOUT FOR TRAINING BAYESIAN MODELS FROM DATA STREAMS ................................... 125 Van-Son Nguyen ; Duc-Tung Nguyen ; Linh Ngo Van ; Khoat Than

SUBSPACE CLUSTERING WITH ACTIVE LEARNING........................................................................................... 135 Hankui Peng ; Nicos G. Pavlidis

CTC-ATTENTION BASED NON-PARAMETRIC INFERENCE MODELING FOR CLINICAL

STATE PROGRESSION .................................................................................................................................................. 145 Riazat Ryan ; Handong Zhao ; Ming Shao

XSVM: SCALABLE DISTRIBUTED KERNEL SUPPORT VECTOR MACHINE TRAINING ............................. 155 Ruchi Shah ; Shaoshuai Zhang ; Ying Lin ; Panruo Wu

HDMF: HIERARCHICAL DATA MODELING FRAMEWORK FOR MODERN SCIENCE DATA

STANDARDS ..................................................................................................................................................................... 165 Andrew J. Tritt ; Oliver Rübel ; Benjamin Dichter ; Ryan Ly ; Donghe Kang ; Edward F. Chang ; Loren M. Frank

; Kristofer Bouchard

ORDALIA: DEEP LEARNING HYPERPARAMETER SEARCH VIA GENERALIZATION

ERROR BOUNDS EXTRAPOLATION ......................................................................................................................... 180 Benedetto J. Buratti ; Eli Upfal

HIERARCHICAL DEMAND FORECASTING FOR FACTORY PRODUCTION OF PERISHABLE

GOODS ............................................................................................................................................................................... 188 Can Chen ; Yijun Wang ; Guoan Huang ; Hui Xiong

SUBSAMPLED INFORMATION CRITERIA FOR BAYESIAN MODEL SELECTION IN THE BIG

DATA SETTING ............................................................................................................................................................... 194 Lijiang Geng ; Yishu Xue ; Guanyu Hu

AN INTERACTIVE DATA QUALITY TEST APPROACH FOR CONSTRAINT DISCOVERY AND

FAULT DETECTION ....................................................................................................................................................... 200 Hajar Homayouni ; Sudipto Ghosh ; Indrakshi Ray ; Michael G Kahn

ACTIVATION ENSEMBLES FOR DEEP NEURAL NETWORKS ........................................................................... 206 Diego Klabjan ; Mark Harmon

ONLINE FEDERATED MULTITASK LEARNING ..................................................................................................... 215 Rui Li ; Fenglong Ma ; Wenjun Jiang ; Jing Gao

SPARSE BLOCK REGRESSION (SBR) FOR BIG DATA WITH CATEGORICAL VARIABLES ........................ 221 Xiang Liu ; Huyunting Huang ; Ziyang Tang ; Tonglin Zhang ; Baijian Yang

ALGORITHMS ON COMPRESSED TIME-EVOLVING GRAPHS .......................................................................... 227 Michael Nelson ; Sridhar Radhakrishnan ; Chandra N. Sekharan

DISCOVERING PARTIAL PERIODIC SPATIAL PATTERNS IN SPATIOTEMPORAL

DATABASES ..................................................................................................................................................................... 233 R. Uday Kiran ; C. Saideep ; Koji Zettsu ; Masashi Toyoda ; Masaru Kitsuregawa ; P. Krishna Reddy

CO-REPRESENTATION LEARNING FRAMEWORK FOR THE OPEN-SET DATA

CLASSIFICATION ........................................................................................................................................................... 239 Zhuoyi Wang ; Bo Dong ; Yu Lin ; Yigong Wang ; Md Shihabul Islam ; Latifur Khan

MIXTURE-BASED MULTIPLE IMPUTATION MODEL FOR CLINICAL DATA WITH A

TEMPORAL DIMENSION .............................................................................................................................................. 245 Ye Xue ; Diego Klabjan ; Yuan Luo

A DISCRETE MATHEMATICS APPROACH FOR LARGE SCALE IMPROVEMENT IN

CLASSIFICATION TRAINING TIME .......................................................................................................................... 253 Sumedh Yadav ; Mathis Bode

DIAGNOSIS OF NEURAL NETWORK VIA BACKWARD DEDUCTION .............................................................. 260 Peifeng Yin ; Lei Huang ; Sunhwan Lee ; Mu Qiao ; Shubhi Asthana ; Tagiga Nakamura

WISER: A HIGHLY AVAILABLE HTAP DBMS FOR IOT APPLICATIONS ........................................................ 268 Ronald Barber ; Christian Garcia-Arellano ; Ronen Grosman ; Guy Lohman ; C. Mohan ; Rene Muller ; Hamid

Pirahesh ; Vijayshankar Raman ; Richard Sidle ; Adam Storm ; Yuanyuan Tian ; Pinar Tozun ; Yingjun Wu

PROGRESS-BASED CONTAINER SCHEDULING FOR SHORT-LIVED APPLICATIONS IN A

KUBERNETES CLUSTER .............................................................................................................................................. 278 Yuqi Fu ; Shaolun Zhang ; Jose Terrero ; Ying Mao ; Guangya Liu ; Sheng Li ; Dingwen Tao

FINDING MUTUAL X AT WECHAT-SCALE SOCIAL NETWORK IN TEN MINITUES .................................... 288 Conghui He ; Shijie Sun ; Benli Li ; Xiaogang Tu ; Donghai Yu

A BICAMERALISM VOTING FRAMEWORK FOR COMBINING KNOWLEDGE FROM

CLIENTS INTO BETTER PREDICTION ..................................................................................................................... 298 Yu-Tung Hsieh ; Chuan-Yu Lee ; Ching-Chi Lin ; Pangfeng Liu ; Jan-Jan Wu

RAPID PROTOTYPING OF HIERARCHICAL AGGLOMERATIVE CLUSTERING

ALGORITHMS FOR DISTRIBUTED SYSTEMS ........................................................................................................ 307 Saiyedul Islam ; Navneet Goyal ; Sundar Balasubramaniam ; Poonam Goyal ; Achal Agarwal ; Kirti Singh

Rathore ; Nischay Singh

GENERAL-PURPOSE VS. SPECIALIZED DATA ANALYTICS SYSTEMS: A GAME OF ML &

SQL THRONES ................................................................................................................................................................. 317 Evdokia Kassela ; Nikodimos Provatas ; Ioannis Konstantinou ; Avrilia Floratou ; Nectarios Koziris

D3N: A MULTI-LAYER CACHE FOR THE REST OF US ......................................................................................... 327 Emine Ugur Kaynar ; Mania Abdi ; Mohammad Hossein Hajkazemi ; Ata Turk ; Raja R. Sambasivan ; David

Cohen ; Larry Rudolph ; Peter Desnoyers ; Orran Krieger

AUPTIMIZER - AN EXTENSIBLE, OPEN-SOURCE FRAMEWORK FOR HYPERPARAMETER

TUNING ............................................................................................................................................................................. 339 Jiayi Liu ; Samarth Tripathi ; Unmesh Kurup ; Mohak Shah

MULTILYRA: SCALABLE DISTRIBUTED EVALUATION OF BATCHES OF ITERATIVE

GRAPH QUERIES ............................................................................................................................................................ 349 Abbas Mazloumi ; Xiaolin Jiang ; Rajiv Gupta

AFRAME: EXTENDING DATAFRAMES FOR LARGE-SCALE MODERN DATA ANALYSIS .......................... 359 Phanwadee Sinthong ; Michael J. Carey

PSPICE: PARTIAL MATCH SHEDDING FOR COMPLEX EVENT PROCESSING ............................................. 372 Ahmad Slo ; Sukanya Bhowmik ; Albert Flaig ; Kurt Rothermel

TAZER: HIDING THE COST OF REMOTE I/O IN DISTRIBUTED SCIENTIFIC WORKFLOWS .................... 383 Joshua Suetterlein ; Ryan D. Friese ; Nathan R. Tallent ; Malachi Schram

MECHANISM DESIGN FOR AN INCENTIVE-AWARE BLOCKCHAIN-ENABLED FEDERATED

LEARNING PLATFORM ................................................................................................................................................ 395 Kentaroh Toyoda ; Allan N. Zhang

NOVEL ONLINE ALGORITHMS FOR NONPARAMETRIC CORRELATIONS WITH

APPLICATION TO ANALYZE SENSOR DATA ......................................................................................................... 404 Wei Xiao

ELASTIC EXECUTOR PROVISIONING FOR ITERATIVE WORKLOADS ON APACHE SPARK ................... 413 Donglin Yang ; Wei Rang ; Dazhao Cheng ; Yu Wang ; Jiannan Tian ; Dingwen Tao

EIRENE: IMPROVING SHORT JOB LATENCY PERFORMANCE WITH COORDINATED

COLD DATA MIGRATION AND SCHEDULER-AWARE TASK CLONING ......................................................... 423 Wei Zhou ; K. Preston White ; Hongfeng Yu

THE OTREE: MULTIDIMENSIONAL INDEXING WITH EFFICIENT DATA SAMPLING FOR

HPC ..................................................................................................................................................................................... 433 Cesare Cugnasco ; Hadrien Calmet ; Pol Santamaria ; Raül Sirvent ; Ane Beatriz Eguzkitza ; Guillaume Houzeaux

; Yolanda Becerra ; Jordi Torres ; Jesus Labarta

AVES: A DECISION ENGINE FOR ENERGY-EFFICIENT STREAM ANALYTICS ACROSS

LOW-POWER DEVICES ................................................................................................................................................. 441 Roshan Bharath Das ; Marc X. Makkes ; Alexandru Uta ; Lin Wang ; Henri Bal

SCALING OUT MULTI-WAY STREAM JOINS USING OPTIMIZED, ITERATIVE PROBING ......................... 449 Manuel Dossinger ; Sebastian Michel

DATA SERVICES WITH BINDAAS: RESTFUL INTERFACES FOR DIVERSE DATA SOURCES .................... 457 Pradeeban Kathiravelu ; Yusuf Nadir Saghar ; Tushar Aggarwal ; Ashish Sharma

DATACALC: AD-HOC ANALYSES ON HETEROGENEOUS DATA SOURCES .................................................. 463 Johannes Luong ; Dirk Habich ; Wolfgang Lehner

INVESTIGATING EDGE VS. CLOUD COMPUTING TRADE-OFFS FOR STREAM

PROCESSING ................................................................................................................................................................... 469 Pedro Silva ; Alexandru Costan ; Gabriel Antoniu

EFFECTIVELY UNIFIED OPTIMIZATION FOR LARGE-SCALE GRAPH COMMUNITY

DETECTION ..................................................................................................................................................................... 475 Jianping Zeng ; Hongfeng Yu

SUBGRAPH2VEC: HIGHLY-VECTORIZED TREE-LIKE SUBGRAPH COUNTING .......................................... 483 Langshi Chen ; Jiayu Li ; Cenk Sahinalp ; Madhav Marathe ; Anil Vullikanti ; Andrey Nikolaev ; Egor Smirnov ;

Ruslan Israfilov ; Judy Qiu

NIOBE: AN INTELLIGENT I/O BRIDGING ENGINE FOR COMPLEX AND DISTRIBUTED

WORKFLOWS .................................................................................................................................................................. 493 Kun Feng ; Hariharan Devarajan ; Anthony Kougkas ; Xian-He Sun

NETDYNA: MINING NETWORKED COEVOLVING TIME SERIES WITH MISSING VALUES ...................... 503 Hairi ; Hanghang Tong ; Lei Ying

G-FINDER: APPROXIMATE ATTRIBUTED SUBGRAPH MATCHING ................................................................ 513 Lihui Liu ; Boxin Du ; Jiejun Xu ; Hanghang Tong

EXPERIMENTAL EVALUATION OF BOUNDED-DEPTH LSM MERGE POLICIES .......................................... 523 Qizhong Mao ; Steven Jacobs ; Waleed Amjad ; Vagelis Hristidis ; Vassilis J. Tsotras ; Neal E. Young

GENERALIZING DESIGN OF SUPPORT MEASURES FOR COUNTING FREQUENT

PATTERNS IN GRAPHS ................................................................................................................................................. 533 Jinghan Meng ; Napath Pitaksirianan ; Yicheng Tu

MULTIVARIATE LONG-TERM STATE FORECASTING IN CYBER-PHYSICAL SYSTEMS: A

SEQUENCE TO SEQUENCE APPROACH................................................................................................................... 543 Nikhil Muralidhar ; Sathappan Muthiah ; Kiyoshi Nakayama ; Ratnesh Sharma ; Naren Ramakrishnan

SEMI-SUPERVISED LEARNING OVER STREAMING DATA USING MOA ........................................................ 553 Minh Huong Le Nguyen ; Heitor Murilo Gomes ; Albert Bifet

UNDERSTANDING SPATIO-TEMPORAL URBAN PROCESSES ........................................................................... 563 Lais M. A. Rocha ; Aline Bessa ; Fernando Chirigati ; Eugene Ofriel ; Mirella M. Moro ; Juliana Freire

VULNERCHECK: A CONTENT-AGNOSTIC DETECTOR FOR ONLINE HATRED-

VULNERABLE VIDEOS ................................................................................................................................................. 573 Lanyu Shang ; Daniel Yue Zhang ; Michael Wang ; Dong Wang

CS*: APPROXIMATE QUERY PROCESSING ON BIG DATA USING SCALABLE JOIN

CORRELATED SAMPLE SYNOPSIS ........................................................................................................................... 583 Feng Yu ; Wen-Chi Hou

INCREMENTAL AND ADAPTIVE FEATURE EXPLORATION OVER TIME SERIES STREAM ..................... 593 Jingwei Zuo ; Karine Zeitouni ; Yehia Taher

CLUSTER-BASED COMPUTATION OF EXACT BETWEENNESS CENTRALITY IN LARGE

UNDIRECTED GRAPHS ................................................................................................................................................. 603 Cecile Daniel ; Angelo Furno ; Eugenio Zimeo

ENGINEERING A PARALLEL Δ-STEPPING ALGORITHM ................................................................................... 609 Erika Duriakova ; Deepak Ajwani ; Neil Hurley

APPROXIMATE QUERYING FOR THE PROPERTY GRAPH LANGUAGE CYPHER ...................................... 617 George Fletcher ; Alexandra Poulovassilis ; Petra Selmer ; Peter T. Wood

FAST RECORD LINKAGE FOR COMPANY ENTITIES ........................................................................................... 623 Thomas Gschwind ; Christoph Miksovic ; Julian Minder ; Katsiaryna Mirylenka ; Paolo Scotton

GRADI: TOWARDS GROUP RECOMMENDATION USING ATTENTIVE DUAL TOP-DOWN

AND BOTTOM-UP INFLUENCES ................................................................................................................................. 631 Zhixiang He ; Chi-Yin Chow ; Jia-Dong Zhang ; Ning Li

A SCALABLE ALGORITHM FOR MULTI-CLASS SUPPORT VECTOR MACHINE ON GEO-

DISTRIBUTED DATASETS ............................................................................................................................................ 637 Tasnim Kabir ; Muhammad Abdullah Adnan

ANALYSIS OF EVOLUTIONARY BEHAVIOR IN SELF-LEARNING MEDIA SEARCH

ENGINES ........................................................................................................................................................................... 643 Nikki Lijing Kuang ; Leung Clement H. C.

ENHANCED ALTERNATE ACTION RECOMMENDER SYSTEM USING RECURRENT

PATTERNS AND FAULT DETECTION SYSTEM FOR SMART HOME USERS .................................................. 651 Prabhat Mishra ; Suresh Kumar Gudla ; Amogha D Shanbhag ; Joy Bose

LEARNING DATA TRANSFORMATIONS WITH MINIMAL USER EFFORT ..................................................... 657 Minh Pham ; Craig A. Knoblock ; Jay Pujara

SENSE: SEMANTICALLY ENHANCED NODE SEQUENCE EMBEDDING ......................................................... 665 Swati Rallapalli ; Liang Ma ; Mudhakar Srivatsa ; Ananthram Swami ; Heesung Kwon ; Graham Bent ;

Christopher Simpkin

AGGREGATE QUERY PREDICTION UNDER DYNAMIC WORKLOADS ........................................................... 671 Fotis Savva ; Christos Anagnostopoulos ; Peter Triantafillou

IPROWA: A NOVEL PROBABILISTIC GRAPHICAL MODEL FOR CROWDSOURCING

AGGREGATION............................................................................................................................................................... 677 Tianqi Wang ; Houping Xiao ; Fenglong Ma ; Jing Gao

ONLINE FEATURE SELECTION WITH CAPRICIOUS STREAMING FEATURES: A GENERAL

FRAMEWORK .................................................................................................................................................................. 683 Di Wu ; Yi He ; Xin Luo ; Mingsheng Shang ; Xindong Wu

PERFORMANCE OPTIMIZATION OF SPMV ON SPARK ...................................................................................... 689 Kun Xie ; Che-Rung Lee ; Feng-Yuan Liu

DEEP MULTI-HEAD ATTENTION NETWORK FOR ASPECT-BASED SENTIMENT ANALYSIS ................... 695 Danfeng Yan ; Jiyuan Chen ; Jianfei Cui ; Ao Shan ; Wenting Shi

INDEX BASED EFFICIENT ALGORITHMS FOR CLOSEST COMMUNITY SEARCH ...................................... 701 Esra Akbas

LOCAL SEARCH FOR GROUP CLOSENESS MAXIMIZATION ON BIG GRAPHS ........................................... 711 Eugenio Angriman ; Alexander Van Der Grinten ; Henning Meyerhenke

COLLABORATIVE RANKING TAGS AND ITEMS VIA CROSS-DOMAIN RECOMMENDATION ................. 721 Huiyuan Chen ; Jing Li

COLLECTIVE TENSOR COMPLETION WITH MULTIPLE HETEROGENEOUS SIDE

INFORMATION ................................................................................................................................................................ 731 Huiyuan Chen ; Jing Li

ADAPTED TREE BOOSTING FOR TRANSFER LEARNING .................................................................................. 741 Wenjing Fang ; Chaochao Chen ; Bowen Song ; Li Wang ; Jun Zhou ; Kenny Q. Zhu

SIM: OPEN-WORLD MULTI-TASK STREAM CLASSIFIER WITH INTEGRAL SIMILARITY

METRICS ........................................................................................................................................................................... 751 Yang Gao ; Yi-Fan Li ; Bo Dong ; Yu Lin ; Latifur Khan

FEATURE SCORING USING TREE-BASED ENSEMBLES FOR EVOLVING DATA STREAMS ...................... 761 Heitor Murilo Gomes ; Rodrigo Fernandes De Mello ; Bernhard Pfahringer ; Albert Bifet

TOWARDS INTERPRETABLE GRAPH MODELING WITH VERTEX REPLACEMENT

GRAMMARS ..................................................................................................................................................................... 770 Justus Hibshman ; Satyaki Sikdar ; Tim Weninger

CLUSTERED HIERARCHICAL ENTROPY-SCALING SEARCH OF ASTRONOMICAL AND

BIOLOGICAL DATA ....................................................................................................................................................... 780 Najib Ishaq ; George Student ; Noah M. Daniels

MULTI-STEP FORECASTING VIA MULTI-TASK LEARNING .............................................................................. 790 Shayan Jawed ; Ahmed Rashed ; Lars Schmidt-Thieme

DATA CONTEXT ADAPTATION FOR ACCURATE RECOMMENDATION WITH ADDITIONAL

INFORMATION ................................................................................................................................................................ 800 Hyunsik Jeon ; Bonhun Koo ; U Kang

B-BIT SKETCH TRIE: SCALABLE SIMILARITY SEARCH ON INTEGER SKETCHES ................................... 810 Shunsuke Kanda ; Yasuo Tabei

MODELLING ONLINE COMMENT THREADS FROM THEIR START ................................................................ 820 Rachel Krohn ; Tim Weninger

IMPROVING SCALABILITY OF PARALLEL CNN TRAINING BY ADJUSTING MINI-BATCH

SIZE AT RUN-TIME ........................................................................................................................................................ 830 Sunwoo Lee ; Qiao Kang ; Sandeep Madireddy ; Prasanna Balaprakash ; Ankit Agrawal ; Alok Choudhary ;

Richard Archibald ; Wei-Keng Liao

MULTI-LAYER FACIAL REPRESENTATION LEARNING FOR EARLY PREDICTION OF

SEPTIC SHOCK ............................................................................................................................................................... 840 Chen Lin ; Julie Ivy ; Min Chi

JSCN: JOINT SPECTRAL CONVOLUTIONAL NETWORK FOR CROSS DOMAIN

RECOMMENDATION ..................................................................................................................................................... 850 Zhiwei Liu ; Lei Zheng ; Jiawei Zhang ; Jiayu Han ; Philip S. Yu

PREDICTING INFLUENCE PROBABILITIES USING GRAPH CONVOLUTIONAL NETWORKS .................. 860 Jing Liu ; Yudi Chen ; Duanshun Li ; Noseong Park ; Kisung Lee ; Dongwon Lee

HYBRID DEEP EMBEDDING FOR RECOMMENDATIONS WITH DYNAMIC ASPECT-LEVEL

EXPLANATIONS .............................................................................................................................................................. 870 Huanrui Luo ; Ning Yang ; Philip S. Yu

FAST COMPUTATION OF PERSISTENT HOMOLOGY WITH DATA REDUCTION AND DATA

PARTITIONING ............................................................................................................................................................... 880 Nicholas O. Malott ; Philip A. Wilsey

HIGH DIMENSIONAL DATA CLUSTERING BY MEANS OF DISTRIBUTED DIRICHLET

PROCESS MIXTURE MODELS ..................................................................................................................................... 890 Khadidja Meguelati ; Benedicte Fontez ; Nadine Hilgert ; Florent Masseglia

SENTIMENT-AWARE AND PERSONALIZED TOUR RECOMMENDATION ...................................................... 900 Prarthana Padia ; Kwan Hui Lim ; Jeffrey Cha ; Aaron Harwood

UNSUPERVISED AUTHOR DISAMBIGUATION USING HETEROGENEOUS GRAPH

CONVOLUTIONAL NETWORK EMBEDDING ......................................................................................................... 910 Ziyue Qiao ; Yi Du ; Yanjie Fu ; Pengfei Wang ; Yuanchun Zhou

NEWS RECOMMENDER SYSTEM CONSIDERING TEMPORAL DYNAMICS AND NEWS

TAXONOMY ..................................................................................................................................................................... 920 Shaina Raza ; Chen Ding

PATIENT-LEVEL CLASSIFICATION ON CLINICAL NOTE SEQUENCES GUIDED BY

ATTRIBUTED HIERARCHICAL ATTENTION .......................................................................................................... 930 Cansu Sen ; Thomas Hartvigsen ; Xiangnan Kong ; Elke Rundensteiner

RECANT: NETWORK-BASED RECRUITMENT FOR ACTIVE FAKE NEWS CORRECTION ......................... 940 Ajitesh Srivastava ; Rajgopal Kannan ; Charalampos Chelmis ; Viktor K. Prasanna

SCALABLE DISTRIBUTED SUBTRAJECTORY CLUSTERING ............................................................................. 950 Panagiotis Tampakis ; Nikos Pelekis ; Christos Doulkeridis ; Yannis Theodoridis

EFFECTIVE UTILIZATION OF EXTERNAL KNOWLEDGE AND HISTORY CONTEXT IN

MULTI-TURN SPOKEN LANGUAGE UNDERSTANDING MODEL ...................................................................... 960 Yufan Wang ; Tingting He ; Rui Fan ; Wenji Zhou ; Xinhui Tu

DEEPBLUE: BI-LAYERED LSTM FOR TWEET POPULARITY ESTIMATION .................................................. 968 Jian Wen ; Zhongbao Zhang ; Zichang Yin ; Li Sun ; Sen Su ; Philip S. Yu

NON-LOCAL ATTENTION LEARNING ON LARGE HETEROGENEOUS INFORMATION

NETWORKS ...................................................................................................................................................................... 978 Yuxin Xiao ; Zecheng Zhang ; Carl Yang ; Chengxiang Zhai

DETECT: DEEP TRAJECTORY CLUSTERING FOR MOBILITY-BEHAVIOR ANALYSIS .............................. 988 Mingxuan Yue ; Yaguang Li ; Haoze Yang ; Ritesh Ahuja ; Yao-Yi Chiang ; Cyrus Shahabi

ORIGIN: NON-RIGID NETWORK ALIGNMENT ...................................................................................................... 998 Si Zhang ; Hanghang Tong ; Jiejun Xu ; Yifan Hu ; Ross Maciejewski

TOWARDS REAL TIME TEAM OPTIMIZATION ................................................................................................... 1008 Qinghai Zhou ; Liangyue Li ; Hanghang Tong

INTEGRATING LOCAL VERTEX/EDGE EMBEDDING VIA DEEP MATRIX FUSION AND

SIAMESE MULTI-LABEL CLASSIFICATION ......................................................................................................... 1018 Yang Zhou ; Chao Jiang ; Zijie Zhang ; Dejing Dou ; Ruoming Jin ; Pengwei Wang

BIGMAT: A DISTRIBUTED AFFINITY-PRESERVING RANDOM WALK STRATEGY FOR

INSTANCE MATCHING ON KNOWLEDGE GRAPHS ........................................................................................... 1028 Ali Assi ; Hamid Mcheick ; Wajdi Dhifli

MULTIMODAL, CONTEXT-AWARE, FEATURE REPRESENTATION LEARNING FOR

CLASSIFICATION AND LOCALIZATION ............................................................................................................... 1034 Sreyasee Das Bhattacharjee ; William J. Tolone ; Roy Cheria ; Urmimala Sarka

ARBITRATED DYNAMIC ENSEMBLE WITH ABSTAINING FOR TIME-SERIES

FORECASTING ON DATA STREAMS ....................................................................................................................... 1040 Dihia Boulegane ; Albert Bifet ; Giyyarpuram Madhusudan

DEEP TENSOR FACTORIZATION FOR MULTI-CRITERIA RECOMMENDER SYSTEMS ........................... 1046 Zhengyu Chen ; Sibo Gai ; Donglin Wang

MOTIF2VEC: MOTIF AWARE NODE REPRESENTATION LEARNING FOR

HETEROGENEOUS NETWORKS ............................................................................................................................... 1052 Manoj Reddy Dareddy ; Mahashweta Das ; Hao Yang

GRAPH MATCHING ON SOCIAL NETWORKS WITHOUT ANY SIDE INFORMATION ............................... 1060 Charalampos Davalas ; Dimitrios Michail ; Iraklis Varlamis

PYRAMID: A GENERAL FRAMEWORK FOR DISTRIBUTED SIMILARITY SEARCH ON

LARGE-SCALE DATASETS ......................................................................................................................................... 1066 Shiyuan Deng ; Xiao Yan ; K. W. Ng Kelvin ; Chenyu Jiang ; James Cheng

VISUALIZATION FOR QUALITY HEALTHCARE: PATIENT FLOW EXPLORATION .................................. 1072 Veronika Domova ; Shiva Sander-Tavallaey

REFINING IMAGE SEARCH RESULTS USING MULTIPLE ATTRIBUTES ...................................................... 1080 Tingting Dong ; Shoji Nishimura ; Jianquan Liu

THE LINK REGRESSION PROBLEM IN GRAPH STREAMS ............................................................................... 1088 Bowen Dong ; Charu C. Aggarwal ; Philip S. Yu

HIERARCHICAL-DOCUMENT-STRUCTURE-AWARE ATTENTION WITH ADAPTIVE COST

SENSITIVE LEARNING FOR BIOMEDICAL DOCUMENT CLASSIFICATION ................................................ 1096 Dandan Fang ; Jinyong Zhang ; Weizhong Zhao ; Xiaowei Xu ; Xingpeng Jiang ; Xiaohua Hu ; Tingting He

METAPATH ENHANCED GRAPH ATTENTION ENCODER FOR HINS REPRESENTATION

LEARNING ...................................................................................................................................................................... 1103 Yuwei Fu ; Yun Xiong ; Philip S. Yu ; Tianyi Tao ; Yangyong Zhu

TASK FAILURE PREDICTION IN CLOUD DATA CENTERS USING DEEP LEARNING ................................ 1111 Jiechao Gao ; Haoyu Wang ; Haiying Shen

GOSSIP LEARNING: OFF THE BEATEN PATH ...................................................................................................... 1117 Lodovico Giaretta ; Šarunas Girdzijauskas

VISUAL ANOMALY DETECTION IN EVENT SEQUENCE DATA ....................................................................... 1125 Shunan Guo ; Zhuochen Jin ; Qing Chen ; David Gotz ; Hongyuan Zha ; Nan Cao

MULTI-SPATIAL SCALE EVENT DETECTION FROM GEO-TAGGED TWEET STREAMS VIA

POWER-LAW VERIFICATION ................................................................................................................................... 1131 Yi Han ; Shanika Karunasekera ; Christopher Leckie ; Aaron Harwood

FROM TEXT CLASSIFICATION TO KEYPHRASE EXTRACTION FOR SHORT TEXT ................................ 1137 Song-Eun Lee ; Kang-Min Kim ; Woo-Jong Ryu ; Jemin Park ; Sangkeun Lee

ENHANCING ITEMSET TREE RULES AND PERFORMANCE ............................................................................ 1143 Jay Lewis ; Ryan G. Benton ; David Bourrie ; Jennifer Lavergne

MC2:UNSUPERVISED MULTIPLE SOCIAL NETWORK ALIGNMENT ............................................................. 1151 Gen Li ; Li Sun ; Zhongbao Zhang ; Pengxin Ji ; Sen Su ; Philip S. Yu

GRAPH MATCHING VIA MULTI-SCALE HEAT DIFFUSION ............................................................................. 1157 Lin Li ; Daniel L. Sussman

COMMUNITY-PRESERVING GRAPH CONVOLUTIONS FOR STRUCTURAL AND

FUNCTIONAL JOINT EMBEDDING OF BRAIN NETWORKS ............................................................................. 1163 Jiahao Liu ; Guixiang Ma ; Fei Jiang ; Chun-Ta Lu ; Philip S. Yu ; Ann B. Ragin

LATTE: APPLICATION ORIENTED SOCIAL NETWORK EMBEDDING .......................................................... 1169 Lin Meng ; Jiyang Bai ; Jiawei Zhang

D2D-TM: A CYCLE VAE-GAN FOR MULTI-DOMAIN COLLABORATIVE FILTERING ............................... 1175 Linh Nguyen ; Tsukasa Ishigaki

TWO PROBLEMS IN KNOWLEDGE GRAPH EMBEDDING: NON-EXCLUSIVE RELATION

CATEGORIES AND ZERO GRADIENTS................................................................................................................... 1181 Nasheen Nur ; Noseong Park ; Kookjin Lee ; Hyunjoong Kang ; Soonhyeon Kwon

ADAPTIVE DEEP LEARNING BASED TIME-VARYING VOLUME COMPRESSION ...................................... 1187 Yu Pan ; Feiyu Zhu ; Tian Gao ; Hongfeng Yu

WEAKLY SUPERVISED DEEP LEARNING APPROACH IN STREAMING ENVIRONMENTS...................... 1195 Mahardhika Pratama ; Andri Ashfahani ; Abdul Hady

MAXIMIZING CONTRASTING OPINIONS IN SIGNED SOCIAL NETWORKS ................................................ 1203 Kaivalya Rawal ; Arijit Khan

USTAR: ONLINE MULTIMODAL EMBEDDING FOR MODELING USER-GUIDED

SPATIOTEMPORAL ACTIVITY ................................................................................................................................. 1211 Amila Silva ; Shanika Karunasekera ; Christopher Leckie ; Ling Luo

FAST ANOMALY DETECTION IN MULTIPLE MULTI-DIMENSIONAL DATA STREAMS .......................... 1218 Hongyu Sun ; Qiang He ; Kewen Liao ; Timos Sellis ; Longkun Guo ; Xuyun Zhang ; Jun Shen ; Feifei Chen

DNA: DYNAMIC SOCIAL NETWORK ALIGNMENT ............................................................................................. 1224 Li Sun ; Zhongbao Zhang ; Pengxin Ji ; Jian Wen ; Sen Su ; Philip S. Yu

STUDY GROUP TRAVEL BEHAVIOUR PATTERNS FROM LARGE-SCALE SMART CARD

DATA ................................................................................................................................................................................ 1232 Xiancai Tian ; Baihua Zheng

IMPROVED TABLE RETRIEVAL USING MULTIPLE CONTEXT EMBEDDINGS FOR

ATTRIBUTES .................................................................................................................................................................. 1238 Mohamed Trabelsi ; Brian D. Davison ; Jeff Heflin

META-PATH REDUCTION WITH TRANSITION PROBABILITY PRESERVING IN

HETEROGENEOUS INFORMATION NETWORK .................................................................................................. 1245 Xiaokai Wei ; Zhiwei Liu ; Lichao Sun ; Philip S. Yu

PRACTICAL END-TO-END REPOSITIONING ALGORITHM FOR MANAGING BIKE-

SHARING SYSTEM ....................................................................................................................................................... 1251 Akihiro Yoshida ; Yosuke Yatsushiro ; Nozomi Hata ; Tatsuru Higurashi ; Nariaki Tateiwa ; Takashi Wakamatsu ;

Akira Tanaka ; Kenichi Nagamatsu ; Katsuki Fujisawa

DEEP DIFFUSIVE NEURAL NETWORK BASED FAKE NEWS DETECTION FROM

HETEROGENEOUS SOCIAL NETWORKS .............................................................................................................. 1259 Jiawei Zhang ; Bowen Dong ; Philip S. Yu

SEMI-SUPERVISED CLASSIFICATION-BASED LOCAL VERTEX RANKING VIA DUAL

GENERATIVE ADVERSARIAL NETS ....................................................................................................................... 1267 Yang Zhou ; Jiaxiang Ren ; Sixing Wu ; Dejing Dou ; Ruoming Jin ; Zijie Zhang ; Pengwei Wang

INTERACTIVE VISUALIZATION OF TIME-VARYING HYPERSPECTRAL PLANT IMAGES

FOR HIGH-THROUGHPUT PHENOTYPING ........................................................................................................... 1274 Feiyu Zhu ; Yu Pan ; Tian Gao ; Harkamal Walia ; Hongfeng Yu

DENOISING AND VERIFICATION CROSS-LAYER ENSEMBLE AGAINST BLACK-BOX

ADVERSARIAL ATTACKS .......................................................................................................................................... 1282 Ka-Ho Chow ; Wenqi Wei ; Yanzhao Wu ; Ling Liu

RAPID: RAPID AND PRECISE INTERPRETABLE DECISION SETS .................................................................. 1292 Sunny Dhamnani ; Dhruv Singal ; Ritwik Sinha ; Tharun Mohandoss ; Manish Dash

DIFFERENTIALLY PRIVATE ROBUST ADMM FOR DISTRIBUTED MACHINE LEARNING ..................... 1302 Jiahao Ding ; Xinyue Zhang ; Mingsong Chen ; Kaiping Xue ; Chi Zhang ; Miao Pan

SECUREGBM: SECURE MULTI-PARTY GRADIENT BOOSTING ...................................................................... 1312 Zhi Feng ; Haoyi Xiong ; Chuanyuan Song ; Sijia Yang ; Baoxin Zhao ; Licheng Wang ; Zeyu Chen ; Shengwen

Yang ; Liping Liu ; Jun Huan

WOULD A FILE BY ANY OTHER NAME SEEM AS MALICIOUS? ..................................................................... 1322 Andre T. Nguyen ; Edward Raff ; Aaron Sant-Miller

OPAL: HIGH PERFORMANCE PLATFORM FOR LARGE-SCALE PRIVACY-PRESERVING

LOCATION DATA ANALYTICS ................................................................................................................................. 1332 Axel Oehmichen ; Shubham Jain ; Andrea Gadotti ; Yves-Alexandre De Montjoye

INSIDER THREAT DETECTION VIA HIERARCHICAL NEURAL TEMPORAL POINT

PROCESSES .................................................................................................................................................................... 1343 Shuhan Yuan ; Panpan Zheng ; Xintao Wu ; Qinghua Li

TOWARD IMAGE PRIVACY CLASSIFICATION AND SPATIAL ATTRIBUTION OF PRIVATE

CONTENT ....................................................................................................................................................................... 1351 Haoti Zhong ; Hao Li ; Anna Squicciarini ; Sarah Rajtmajer ; David Miller

DEEPMANNER: AUTOMATICALLY DETERMINING MANNER OF DEATH .................................................. 1361 Esteban Guillen ; Trilce Estrada ; Matthew Cain

RAMP: REAL-TIME ANOMALY DETECTION IN SCIENTIFIC WORKFLOWS .............................................. 1367 J. Dinal Herath ; Changxin Bai ; Guanhua Yan ; Ping Yang ; Shiyong Lu

FAE: A FAIRNESS-AWARE ENSEMBLE FRAMEWORK ...................................................................................... 1375 Vasileios Iosifidis ; Besnik Fetahu ; Eirini Ntoutsi

WALK2PRIVACY: LIMITING TARGET LINK PRIVACY DISCLOSURE AGAINST THE

ADVERSARIAL LINK PREDICTION ......................................................................................................................... 1381 Zhongyuan Jiang ; Jianfeng Ma ; Philip S. Yu

PRIVACY BARGAINING WITH FAIRNESS: PRIVACY-PRICE NEGOTIATION SYSTEM FOR

APPLYING DIFFERENTIAL PRIVACY IN DATA MARKET ENVIRONMENTS .............................................. 1389 Kangsoo Jung ; Seog Park

INDIRECT ADVERSARIAL ATTACKS VIA POISONING NEIGHBORS FOR GRAPH

CONVOLUTIONAL NETWORKS ............................................................................................................................... 1395 Tsubasa Takahashi

FAIRGAN+: ACHIEVING FAIR DATA GENERATION AND CLASSIFICATION THROUGH

GENERATIVE ADVERSARIAL NETS ....................................................................................................................... 1401 Depeng Xu ; Shuhan Yuan ; Lu Zhang ; Xintao Wu

FAST FREQUENT PATTERN MINING WITHOUT CANDIDATE GENERATIONS ON GPU BY

LOW LATENCY MEMORY ALLOCATION ............................................................................................................. 1407 Yu-Chen Wu ; Mi-Yen Yeh ; Tei-Wei Kuo

BIG DATA AND TRADITIONAL CHINESE MEDICINE (TCM): WHAT’S STATE OF THE ART? ................ 1417 David C. Mainenti

CHALLENGES WITH EXTREME CLASS-IMBALANCE AND TEMPORAL COHERENCE: A

STUDY ON SOLAR FLARE DATA .............................................................................................................................. 1423 Azim Ahmadzadeh ; Maxwell Hostetter ; Berkay Aydin ; Manolis K. Georgoulis ; Dustin J. Kempton ; Sushant S.

Mahajan ; Rafal Angryk

INTO THE REVERIE: EXPLORATION OF THE DREAM MARKET .................................................................. 1432 Theo Carr ; Jun Zhuang ; Dwight Sablan ; Emma Larue ; Yubao Wu ; Mohammad Al Hasan ; George Mohler

LEARNING TO DIFFERENTIATE BETWEEN MAIN-ARTICLES AND SUB-ARTICLES IN

WIKIPEDIA ..................................................................................................................................................................... 1442 Muhao Chen ; Changping Meng ; Gang Huang ; Carlo Zaniolo

ORIGIN-DESTINATION FLOW PREDICTION WITH VEHICLE TRAJECTORY DATA AND

SEMI-SUPERVISED RECURRENT NEURAL NETWORK ..................................................................................... 1450 Tao Huang ; Yintai Ma ; Zhiwei Tony Qin ; Jianfeng Zheng ; Henry X. Liu ; Hongtu Zhu ; Jieping Ye

CRIME-GAN: A CONTEXT-BASED SEQUENCE GENERATIVE NETWORK FOR CRIME

FORECASTING WITH ADVERSARIAL LOSS ......................................................................................................... 1460 Guangyin Jin ; Qi Wang ; Xia Zhao ; Yanghe Feng ; Qing Cheng ; Jincai Huang

RAIL TRACK QUALITY AND T-STOCHASTIC NEIGHBOR EMBEDDING FOR HYBRID

TRACK INDEX ............................................................................................................................................................... 1470 Ahmed Lasisi ; Antonio Merheb ; Allan Zarembski ; Nii Attoh-Okine

VIRTUAL BIG DATA FOR GAN BASED DATA AUGMENTATION .................................................................... 1478 Hadi Mansourifar ; Lin Chen ; Weidong Shi

EXASCALE DEEP LEARNING TO ACCELERATE CANCER RESEARCH ........................................................ 1488 Robert M. Patton ; J. Travis Johnston ; Steven R. Young ; Catherine D. Schuman ; Thomas E. Potok ; Derek C.

Rose ; Seung-Hwan Lim ; Junghoon Chae ; Le Hou ; Shahira Abousamra ; Dimitris Samaras ; Joel Saltz

TALE OF THREE STATES: ANALYSIS OF LARGE PERSON-TO-PERSON ONLINE

FINANCIAL TRANSACTIONS IN THREE BALTIC COUNTRIES........................................................................ 1497 Rajesh Sharma ; Artem Mateush ; Jaan Übi

REGULARIZED OPERATING ENVELOPE WITH INTERPRETABILITY AND

IMPLEMENTABILITY CONSTRAINTS .................................................................................................................... 1506 Qiyao Wang ; Haiyan Wang ; Chetan Gupta ; Susumu Serita

KERNEL-BASED MULTI-TASK CONTEXTUAL BANDITS IN CELLULAR NETWORK

CONFIGURATION ......................................................................................................................................................... 1517 Xiaoxiao Wang ; Xueying Guo ; Jie Chuai ; Zhitang Chen ; Xin Liu

ABR-HIC: ATTENTION BASED BIDIRECTIONAL RNN FOR HIERARCHICAL INDUSTRY

CLASSIFICATION ......................................................................................................................................................... 1527 Rongzhe Wei ; Qinghua Zheng ; Bo Dong ; Kuanzheng Yang ; Huan He ; Jianfei Ruan

LEARNING TO DISCOVER CURBSIDE PARKING SPACES FROM VEHICLE TRAJECTORIES ................ 1537 Yuxin Wen ; Jizhou Huang ; Chongli Zhu ; Miao Fan ; Ying Li

MSSTN: MULTI-SCALE SPATIAL TEMPORAL NETWORK FOR AIR POLLUTION

PREDICTION .................................................................................................................................................................. 1547 Zhiyuan Wu ; Yue Wang ; Lin Zhang

DSSLP: A DISTRIBUTED FRAMEWORK FOR SEMI-SUPERVISED LINK PREDICTION ............................. 1557 Dalong Zhang ; Xianzheng Song ; Ziqi Liu ; Zhiqiang Zhang ; Xin Huang ; Lin Wang ; Jun Zhou

TRANSLAND: AN ADVERSARIAL TRANSFER LEARNING APPROACH FOR MIGRATABLE

URBAN LAND USAGE CLASSIFICATION USING REMOTE SENSING ............................................................. 1567 Yang Zhang ; Ruohan Zong ; Jun Han ; Hao Zheng ; Qiuwen Lou ; Daniel Zhang ; Dong Wang

PLACE REPRESENTATION BASED BIKE DEMAND PREDICTION .................................................................. 1577 Yang Zhou ; Yan Huang

SCALING DEEP LEARNING MODELS FOR LARGE SPATIAL TIME-SERIES FORECASTING .................. 1587 Zainab Abbas ; Jon Reginbald Ivarsson ; Ahmad Al-Shishtawy ; Vladimir Vlassov

SIMILARITY HASHING FOR CHARGED PARTICLE TRACKING .................................................................... 1595 Sabrina Amrouche ; Tobias Golling ; Moritz Kiehn ; Claudia Plant ; Andreas Salzburger

A KING’S RANSOM FOR ENCRYPTION: RANSOMWARE CLASSIFICATION USING

AUGMENTED ONE-SHOT LEARNING AND BAYESIAN APPROXIMATION .................................................. 1601 Amir Atapour-Abarghouei ; Stephen Bonner ; Andrew Stephen McGough

STRATUM: A BIGDATA-AS-A-SERVICE FOR LIFECYCLE MANAGEMENT OF IOT

ANALYTICS APPLICATIONS ..................................................................................................................................... 1607 Anirban Bhattacharjee ; Yogesh Barve ; Shweta Khare ; Shunxing Bao ; Zhuangwei Kang ; Aniruddha Gokhale ;

Thomas Damiano

TILE & MERGE: DISTRIBUTED DELAUNAY TRIANGULATIONS FOR CLOUD COMPUTING ................. 1613 Laurent Caraffa ; Pooran Memari ; Murat Yirci ; Mathieu Brédif

OBJECTIVE SLEEP QUALITY AS A PREDICTOR OF MILD COGNITIVE IMPAIRMENT IN

SENIORS LIVING ALONE ........................................................................................................................................... 1619 Brian Chen ; Hwee-Pink Tan ; Iris Rawtaer ; Hwee-Xian Tan

BIG DATA ANALYTIC FOR CASCADING FAILURE ANALYSIS ........................................................................ 1625 Yousu Chen ; Tianzhixi Yin ; Renke Huang ; Xiaoyuan Fan ; Qiuhua Huang

MODELING HUMAN ATTENTION BY LEARNING FROM LARGE AMOUNT OF EMOTIONAL

IMAGES ........................................................................................................................................................................... 1631 Macario O. Cordel

ADAPTIVELY SELECTING OCCUPATIONS TO DETECT SKILL SHORTAGES FROM

ONLINE JOB ADS .......................................................................................................................................................... 1637 Nik Dawson ; Marian-Andrei Rizoiu ; Benjamin Johnston ; Mary-Anne Williams

REGRESSION PREDICTION FOR GEOLOCATION AWARE THROUGH RELATIVE DENSITY

RATIO ESTIMATION ................................................................................................................................................... 1644 Bo Dong ; Jinghui Guo ; Zhuoyi Wang ; Rong Wu ; Yang Gao ; Latifur Khan

VALIDATING THE USE OF WI-FI SIGNALS TO ESTIMATE HYPERLOCAL URBAN

POPULATIONS .............................................................................................................................................................. 1650 Nicholas E. Johnson ; Pablo Mandiola ; Cyrus Blankinship ; Bartosz Bonczak ; Constantine E. Kontokosta

OD-NETWORK-BASED PEDESTRIAN-PATH PREDICTION FOR PEOPLE-FLOW

SIMULATION ................................................................................................................................................................. 1656 Yu Kitano ; Satoshi Kuwamoto ; Akinori Asahara

AD2: IMPROVING QUALITY OF IOT DATA THROUGH COMPRESSIVE ANOMALY

DETECTION ................................................................................................................................................................... 1662 Aekyeung Moon ; Xiaoyan Zhuo ; Jialing Zhang ; Seung Woo Son

COMPLEX EVENT ANALYSIS FOR TRAFFIC RISK PREDICTION BASED ON 3D-CNN WITH

MULTI-SOURCES URBAN SENSING DATA ............................................................................................................ 1669 Ngoc-Thanh Nguyen ; Minh-Son Dao ; Koji Zettsu

UNSUPERVISED CONDITIONAL ADVERSARIAL NETWORKS FOR TAX EVASION

DETECTION ................................................................................................................................................................... 1675 Rongzhe Wei ; Bo Dong ; Qinghua Zheng ; Xulyu Zhu ; Jianfei Ruan ; Huan He

TEDM-PU: A TAX EVASION DETECTION METHOD BASED ON POSITIVE AND UNLABELED

LEARNING ...................................................................................................................................................................... 1681 Yingchao Wu ; Qinghua Zheng ; Yuda Gao ; Bo Dong ; Rongzhe Wei ; Fa Zhang ; Huan He

IMPLEMENTING A DOMAIN-INDEPENDENT FRAMEWORK TO DETECT SUSPICIOUS

REVIEW PATTERNS .................................................................................................................................................... 1687 Diwen Xue ; Willie Yee ; Yueping Wang ; Suzanne McIntosh

DETECTION OF ANOMALY STATE CAUSED BY UNEXPECTED ACCIDENT USING DATA OF

SMART CARD FOR PUBLIC TRANSPORTATION ................................................................................................. 1693 Sakura Yamaki ; Shou-De Lin ; Wataru Kameyama

DATA STREAMING ANALYSIS FRAMEWORK FOR THROUGH-TIME 3D FREE-BREATHING

LIVER DCE-MRI ............................................................................................................................................................ 1699 Kun Yang ; Xuhui Chen ; Pan Li

APPLICATION OF MULTI-CHANNEL 3D-CUBE SUCCESSIVE CONVOLUTION NETWORK

FOR CONVECTIVE STORM NOWCASTING ........................................................................................................... 1705 Wei Zhang ; Lei Han ; Juanzhen Sun ; Hanyang Guo ; Jie Dai

AD BLOCKING WHITELIST PREDICTION FOR ONLINE PUBLISHERS ......................................................... 1711 Shuai Zhao ; Achir Kalra ; Chong Wang ; Cristian Borcea ; Yi Chen

A CONGESTION DIFFUSION MODEL WITH INFLUENCE MAXIMIZATION FOR TRAFFIC

BOTTLENECKS IDENTIFICATION IN METROCITY SCALES ........................................................................... 1717 Baoxin Zhao ; Chengzhong Xu ; Siyuan Liu ; Juanjuan Zhao ; Li Li

ATTRIBUTED SEQUENCE EMBEDDING ................................................................................................................ 1723 Zhongfang Zhuang ; Xiangnan Kong ; Rundensteiner Elke ; Jihane Zouaoui ; Aditya Arora

FEDERATED MULTIMODAL BIG DATA STORAGE & ANALYTICS PLATFORM FOR

ADDITIVE MANUFACTURING .................................................................................................................................. 1729 Kareem S. Aggour ; Vijay S. Kumar ; Paul Cuddihy ; Jenny Weisenberg Williams ; Vipul Gupta ; Laura Dial ; Tim

Hanlon ; Justin Gambone ; Joseph Vinciquerra

DELOG: A HIGH-PERFORMANCE PRIVACY PRESERVING LOG FILTERING FRAMEWORK ................ 1739 Amey Agrawal ; Abhishek Dixit ; Namrata A Shettar ; Darshil Kapadia ; Vikram Agrawal ; Rajat Gupta ; Rohit

Karlupia

VERTICA FLATTENED TABLES AND LIVE AGGREGATE PROJECTIONS: A COLUMN-

BASED ALTERNATIVE TO MATERIALIZED VIEWS FOR ANALYTICS ......................................................... 1749 Yuanzhe Bei ; Thao Pham ; Akshay Aggarwal ; Nga Tran ; Jaimin Dave ; Chuck Bear ; Michael Leuchtenburg

VISUAL ANALYTICS FOR DEEP EMBEDDINGS OF LARGE SCALE MOLECULAR

DYNAMICS SIMULATIONS ........................................................................................................................................ 1759 Junghoon Chae ; Debsindhu Bhowmik ; Heng Ma ; Arvind Ramanathan ; Chad Steed

INFDETECT: A LARGE SCALE GRAPH-BASED FRAUD DETECTION SYSTEM FOR E-

COMMERCE INSURANCE .......................................................................................................................................... 1765 Cen Chen ; Chen Liang ; Jianbin Lin ; Li Wang ; Ziqi Liu ; Xinxing Yang ; Jun Zhou ; Yang Shuang ; Yuan Qi

SEQ2GRAPH: DISCOVERING DYNAMIC NON-LINEAR DEPENDENCIES FROM

MULTIVARIATE TIME SERIES ................................................................................................................................. 1774 Xuan-Hong Dang ; Syed Yousaf Shah ; Petros Zerfos

DATA-CENTRIC HELICOPTER FAILURE ANTICIPATION: THE MGB OIL PRESSURE

VIRTUAL SENSOR CASE ............................................................................................................................................ 1784 Nassia Daouayry ; Ammar Mechouche ; Pierre-Loic Maisonneuve ; Vasile-Marian Scuturici ; Jean-Marc Petit

SCALING UP HETEROGENEOUS WAVEFORM CLUSTERING FOR LONG-DURATION

MONITORING SIGNAL ACQUISITION, ANALYSIS, AND INTERACTION: BRIDGING BIG

DATA ANALYTICS WITH MEASUREMENT INSTRUMENT USAGE PATTERN ............................................. 1794 Masaharu Goto ; Naoki Kobayashi ; Gang Ren ; Mitsunori Ogihara

HIGH-RESOLUTION ROAD VEHICLE COLLISION PREDICTION FOR THE CITY OF

MONTREAL .................................................................................................................................................................... 1804 Antoine Hébert ; Timothée Guédon ; Tristan Glatard ; Brigitte Jaumard

TOWARDS POWER EFFICIENCY IN DEEP LEARNING ON DATA CENTER HARDWARE ......................... 1814 Miro Hodak ; Masha Gorkovenko ; Ajay Dholakia

LARGE DATA FLOW GRAPHS IN LIMITED GPU MEMORY ............................................................................. 1821 Geert Janssen ; Vladimir Zolotov ; Tung D. Le

INTELLIGENT EXPLORATION OF LARGE-SCALE DATA: WHAT CAN WE LEARN IN TWO

PASSES? ........................................................................................................................................................................... 1831 Chandrika Kamath

AN EFFICIENT CLOUD-BASED FRAMEWORK FOR DIGITAL MEDIA KNOWLEDGE

EXTRACTION ................................................................................................................................................................ 1841 Chaitanya Kanchibhotla ; Pruthviraj Venkatesh ; Dvln Somayajulu ; P Radha Krishna

CONTEXTUAL PRICE FEATURES FOR E-COMMERCE SEARCH RANKING ................................................ 1851 Ishita Khan ; Aritra Mandal ; Prathyusha Senthil Kumar

A FRAMEWORK FOR EXPLAINABLE TEXT CLASSIFICATION IN LEGAL DOCUMENT

REVIEW ........................................................................................................................................................................... 1858 Christian J. Mahoney ; Jianping Zhang ; Nathaniel Huber-Fliflet ; Peter Gronvall ; Haozhen Zhao

TARGETED DISPLAY ADVERTISING: THE CASE OF PREFERENTIAL ATTACHMENT ........................... 1868 Saurav Manchanda ; Pranjul Yadav ; Khoa Doan ; S. Sathiya Keerthi

MNP INSIDE OUT: A GAME THEORY ASSISTED MACHINE LEARNING MODEL TO

DETECT SUBSCRIBER CHURN BEHAVIORS UNDER CHINA’S MOBILE NUMBER

PORTABILITY POLICY ............................................................................................................................................... 1878 Ye Ouyang ; Aidong Yang ; Shuming Zeng ; Fanyu Meng

A DYNAMIC NEURAL NETWORK MODEL FOR CLICK-THROUGH RATE PREDICTION IN

REAL-TIME BIDDING .................................................................................................................................................. 1887 Xianshan Qu ; Li Li ; Xi Liu ; Rui Chen ; Yong Ge ; Soo-Hyun Choi

EDGEINSIGHT: CHARACTERIZING AND MODELING THE PERFORMANCE OF MACHINE

LEARNING INFERENCE ON THE EDGE AND CLOUD ........................................................................................ 1897 Philipp Ross ; Andre Luckow

HIGH VALUE CUSTOMER ACQUISITION & RETENTION MODELLING – A SCALABLE

DATA MASHUP APPROACH ...................................................................................................................................... 1907 Kajanan Sangaralingam ; Nisha Verma ; Aravind Ravi ; Su Won Bae ; Anindya Datta

MINING VESSEL TRAJECTORIES FOR ILLEGAL FISHING DETECTION ..................................................... 1917 Amir Yaghoubi Shahir ; Mohammad A. Tayebi ; Uwe Glässer ; Tilemachos Charalampous ; Zahra Zohrevand ;

Hans Wehn

REPRESENTATION LEARNING IN HETEROGENEOUS PROFESSIONAL SOCIAL

NETWORKS WITH AMBIGUOUS SOCIAL CONNECTIONS ............................................................................... 1928 Baoxu Shi ; Jaewon Yang ; Tim Weninger ; Jing How ; Qi He

THE CONCEPTUAL BACKGROUND OF OPTIMIST’S AI MODULE ................................................................. 1938 Sören Stöhrmann ; Vera Kamp ; Reinhard Moratz

FORWARD INDEX COMPRESSION FOR INSTANCE RETRIEVAL IN AN AUGMENTED

REALITY APPLICATION ............................................................................................................................................ 1946 Qi Wang ; Michal Siedlaczek ; Yen-Yu Chen ; Michael Gormish ; Torsten Suel

DEEPCAROTENE - JOB TITLE CLASSIFICATION WITH MULTI-STREAM

CONVOLUTIONAL NEURAL NETWORK ................................................................................................................ 1953 Jingya Wang ; Kareem Abdelfatah ; Mohammed Korayem ; Janani Balaji

AN ASSISTIVE LEARNING WORKFLOW ON ANNOTATING IMAGES FOR OBJECT

DETECTION ................................................................................................................................................................... 1962 Vivian Wen Hui Wong ; Max Ferguson ; Kincho H. Law ; Yung-Tsun Tina Lee

DEMYSTIFYING LEARNING RATE POLICIES FOR HIGH ACCURACY TRAINING OF DEEP

NEURAL NETWORKS .................................................................................................................................................. 1971 Yanzhao Wu ; Ling Liu ; Juhyun Bae ; Ka-Ho Chow ; Arun Iyengar ; Calton Pu ; Wenqi Wei ; Lei Yu ; Qi Zhang

FREQUENT CAUSAL PATTERN MINING: A COMPUTATIONALLY EFFICIENT

FRAMEWORK FOR ESTIMATING BIAS-CORRECTED EFFECTS .................................................................... 1981 Pranjul Yadav ; Michael Steinbach ; M. Regina Castro ; Pedro J. Caraballo ; Vipin Kumar ; Gyorgy Simon

ACE – AN ANOMALY CONTRIBUTION EXPLAINER FOR CYBER-SECURITY

APPLICATIONS ............................................................................................................................................................. 1991 Xiao Zhang ; Manish Marwah ; I-Ta Lee ; Martin Arlitt ; Dan Goldwasser

STREETIFY: USING STREET VIEW IMAGERY AND DEEP LEARNING FOR URBAN

STREETS DEVELOPMENT ......................................................................................................................................... 2001 Fahad Alhasoun ; Marta González

SUSPICIOUS LOCATION DETECTION USING TRAJECTORY ANALYSIS & LOCATION

BACKFILLING – A SCALABLE APPROACH .......................................................................................................... 2007 Su Bae ; Aravind Ravi ; Kajanan Sangaralingam ; Nisha Verma ; Anindya Datta ; Varun Chugh

STREAMLINED AND ACCELERATED CYBER ANALYST WORKFLOWS WITH CLX AND

RAPIDS ............................................................................................................................................................................ 2011 Nicholas Becker ; Ayush Dattagupta ; Eli Fajardo ; Prem Gali ; Bianca Rhodes ; Bartley Richardson ; Bhargav

Suryadevara

A SYSTEM FOR ANALYSIS AND REMEDIATION OF ATTRITION ................................................................... 2016 Neil Brockett ; Catriona Clarke ; Michele Berlingerio ; Sourav Dutta

AN INTERACTIVE ONLINE AUDIENCE EXTENSION SYSTEM ........................................................................ 2020 Yu Cheng ; Shuo Yang ; David Araujo ; Yibo Yao ; Yantao Yao

TSOUTLIER: EXPLAINING OUTLIERS WITH UNIFORM PROFILES OVER IOT DATA ............................. 2024 Ruihong Huang ; Zhiwei Chen ; Zhicheng Liu ; Shaoxu Song ; Jianmin Wang

MATRICS: A SYSTEM FOR HUMAN-MACHINE HYBRID FORECASTING OF

GEOPOLITICAL EVENTS ........................................................................................................................................... 2028 David J. Huber ; Sam Johnson ; Nigel Stepp ; Aruna Jammalamadaka ; Dana Warmsley ; Tiffany Kim ; Tsai-

Ching Lu

DEEP TRANSFER LEARNING FOR THERMAL DYNAMICS MODELING IN SMART

BUILDINGS ..................................................................................................................................................................... 2033 Zhanhong Jiang ; Young M. Lee

EMPIRICAL COMPARISONS OF CNN WITH OTHER LEARNING ALGORITHMS FOR TEXT

CLASSIFICATION IN LEGAL DOCUMENT REVIEW ........................................................................................... 2038 Robert Keeling ; Rishi Chhatwal ; Nathaniel Huber-Fliflet ; Jianping Zhang ; Fusheng Wei ; Haozhen Zhao ; Ye

Shi ; Han Qin

ENTERPRISE-WIDE MACHINE LEARNING USING TERADATA VANTAGE: AN

INTEGRATED ANALYTICS PLATFORM ................................................................................................................. 2043 Choudur Lakshminarayan ; Thiagarajan Ramakrishnan ; Awny Al-Omari ; Khaled Bouaziz ; Faraz Ahmad ; Sri

Raghavan ; Prama Agarwal

INDUSTRIAL TRACK: ARCHITECTING RAILWAY KPIS DATA PROCESSING WITH BIG

DATA TECHNOLOGIES ............................................................................................................................................... 2047 Alexander Suleykin ; Peter Panfilov ; Natalya Bakhtadze

NEAREST NEIGHBOR SUBSEQUENCE SEARCH IN TIME SERIES DATA ...................................................... 2057 Ramoza Ahsan ; Muzammil Bashir ; Rodica Neamtu ; Elke A. Rundensteiner ; Gabor Sarkozy

EFFECTS OF DATA REDUCTION METHODS AND RATES ON CLASSIFIERS ............................................... 2067 Reham M. Alamro ; Abdou S. Youssef

PROBABILISTIC NAMED ENTITY RECOGNITION FOR NON-STANDARD FORMAT

ENTITIES USING CO-OCCURRENCE WORD EMBEDDINGS ............................................................................. 2077 Jabir Alshehabi Al-Ani ; Maria Fasli

THE DYNAMIC-FPM: AN APPROACH FOR IDENTIFYING EVENTS FROM SOCIAL

NETWORKS USING FREQUENT PATTERN MINING AND DYNAMIC SUPPORT VALUES ........................ 2087 Nora Alkhamees ; Maria Fasli

DEEP LEARNING FOR NON-STATIONARY MULTIVARIATE TIME SERIES FORECASTING .................. 2097 Manal Almuammar ; Maria Fasli

POPULAR SEARCH TERMS AND STOCK PRICE PREDICTION ........................................................................ 2107 Izzat Alsmadi ; Muhammad Al-Abdullah ; Hisham Alsmadi

A ROBUST, EFFICIENT, AND BALANCED PARALLEL ALGORITHM FOR FINDING

CONNECTED COMPONENTS .................................................................................................................................... 2113 M. Asokan

INCREMENTAL ANALYSIS OF LARGE-SCALE SYSTEM LOGS FOR ANOMALY DETECTION ............... 2119 Merve Astekin ; Selim Özcan ; Hasan Sözer

QOS PREDICTION METHODS IN IOT A SURVEY ................................................................................................. 2128 Beyza Bagiröz ; Metehan Güzel ; Uraz Yavanoglu ; Suat Özdemir

ATM WITHDRAWAL AMOUNT FORECASTING THROUGH NEURAL ARCHITECTURES ........................ 2134 Orhun Bugra Baran ; Saim Sunel ; Pinar Karagoz ; Ismail Hakki Toroslu

ANALYZING THE CASCADING EFFECT OF TRAFFIC CONGESTION USING LSTM

NETWORKS .................................................................................................................................................................... 2144 Sanchita Basak ; Abhishek Dubey ; Leao Bruno

A RULE-BASED HOLISTIC APPROACH FOR TURKISH ASPECT-BASED SENTIMENT

ANALYSIS ....................................................................................................................................................................... 2154 Kivanc Bayraktar ; Uraz Yavanoglu ; Alper Ozbilen

A BI-OBJECTIVE APPROACH FOR PRODUCT RECOMMENDATIONS .......................................................... 2159 Idir Benouaret ; Sihem Amer-Yahia ; Christiane Kamdem-Kengne ; Jalil Chagraoui

WORDPREP: WORD-BASED PREPOSITION PREDICTION TOOL .................................................................... 2169 Pooja Bhagat ; Aparna S. Varde ; Anna Feldman

ON GENERATING DOMINATORS OF CUSTOMER PREFERENCES ................................................................ 2177 Jiang Bian ; Weibo Wang ; Xiang Zhang ; Wei Wang ; Arthur Huang ; Zhishan Guo

ATTENTION-BASED MULTI-TASK LEARNING FOR SENSOR ANALYTICS .................................................. 2187 Yujing Chen ; Huzefa Rangwala

HYPERPARAMETER ESTIMATION IN SVM WITH GPU ACCELERATION FOR PREDICTION

OF PROTEIN-PROTEIN INTERACTIONS ................................................................................................................ 2197 Huaming Chen ; Lei Wang ; Yaochu Jin ; Chi-Hung Chi ; Fucun Li ; Huaiyuan Chu ; Jun Shen

MULTI-TIME-HORIZON TRAFFIC RISK PREDICTION USING SPATIO-TEMPORAL URBAN

SENSING DATA FUSION .............................................................................................................................................. 2205 Minh-Son Dao ; Ngoc-Thanh Nguyen ; Koji Zettsu

SENTIMENT ANALYSIS IN TURKISH WITH DEEP LEARNING ........................................................................ 2215 Gözde Merve Demirci ; Seref Recep Keskin ; Gülüstan Dogan

A DATA-DRIVEN APPROACH TO KINEMATIC ANALYTICS OF SPINAL MOTION .................................... 2222 Aysenur Gençdogmus ; Seref Recep Keskin ; Gülüstan Dogan ; Yusuf Öztürk

PRACTICAL MACHINE LEARNING APPROACH TO CAPTURE THE SCHOLAR DATA

DRIVEN ALPHA IN AI INDUSTRY ............................................................................................................................ 2230 Yunzhe Fang ; Xiao-Yang Liu ; Hongyang Yang

RECURRENT NEURAL NETWORK-ASSISTED ADAPTIVE SAMPLING FOR APPROXIMATE

COMPUTING .................................................................................................................................................................. 2240 Yi Feng ; Yi Zhou ; Vahid Tarokh

SPATIO-TEMPORAL EVENT DETECTION USING POISSON MODEL AND QUAD-TREE ON

GEOTAGGED SOCIAL MEDIA .................................................................................................................................. 2247 Yasmeen George ; Shanika Karunasekera ; Aaron Harwood ; Kwan Hui Li

FAST SELF-ORGANIZING MAPS TRAINING ......................................................................................................... 2257 Flavio Giobergia ; Elena Baralis

PREDICTIVE MODELING OF CAMPAIGNS TO QUANTIFY PERFORMANCE IN FASHION

RETAIL INDUSTRY ...................................................................................................................................................... 2267 Chandadevi Giri ; Ulf Johansson ; Tuwe Löfström

UNDERSTANDING MULTILINGUAL COMMUNITIES THROUGH ANALYSIS OF CODE-

SWITCHING BEHAVIORS IN SOCIAL MEDIA DISCUSSIONS ........................................................................... 2274 Aaron Harwood ; Shanika Karunasekera ; Michelle Vanni ; Lucia Falzon ; Prarthana Padia ; Amila Silva

INFLUENCE OF NEIGHBORHOOD ON THE PREFERENCE OF AN ITEM IN ECOMMERCE

SEARCH ........................................................................................................................................................................... 2284 Saratchandra Indrakanti ; Svetlana Strunjas ; Shubhangi Tandon ; Manojkumar Kannadasan

CORAD: CORRELATION-AWARE COMPRESSION OF MASSIVE TIME SERIES USING

SPARSE DICTIONARY CODING ................................................................................................................................ 2289 Abdelouahab Khelifati ; Mourad Khayati ; Philippe Cudré-Mauroux

AUGMENTING CO-TRAINING WITH RECOMMENDATIONS TO CLASSIFY HUMAN RIGHTS

VIOLATIONS .................................................................................................................................................................. 2299 Ragini Kihlman ; Maria Fasli

TIME-VARYING ITEM FEATURE CONDITIONAL VARIATIONAL AUTOENCODER FOR

COLLABORATIVE FILTERING ................................................................................................................................. 2309 Jeeyung Kim

MAGNITUDE AND UNCERTAINTY PRUNING CRITERION FOR NEURAL NETWORKS ............................ 2317 Vinnie Ko ; Stefan Oehmcke ; Fabian Gieseke

DEEP LEARNING BASED DELAY AND BANDWIDTH EFFICIENT DATA TRANSMISSION IN

IOT .................................................................................................................................................................................... 2327 Ibrahim Kök ; Burak H. Çorak ; Uraz Yavanoglu ; Suat Özdemir

ACTIVE LEARNING WITH ABSTAINING CLASSIFIERS FOR IMBALANCED DRIFTING

DATA STREAMS ............................................................................................................................................................ 2334 Lukasz Korycki ; Alberto Cano ; Bartosz Krawczyk

TACKLING THE NEIGHBORING NETWORK HIT PROBLEM IN CELLULAR DATA .................................. 2344 Andrés Leiva-Araos ; Héctor Allende-Cid ; Denis Khryashchev ; Huy T. Vo

EXPLAINABLE VISUALIZATION FOR INTERACTIVE EXPLORATION OF CNN ON

WIKIPEDIA VANDAL DETECTION .......................................................................................................................... 2354 Zerong Liu ; Aidong Lu

A SERP-MINING APPROACH FOR CLASSIFICATION OF DNS REQUESTS ................................................... 2364 Junlan Lu ; Nikhil Takappa Saunshi ; Aldrich Mangune ; Magdalini Eirinaki ; Bin Yu ; Cricket Liu

DAOC: STABLE CLUSTERING OF LARGE NETWORKS ..................................................................................... 2373 Artem Lutov ; Mourad Khayati ; Philippe Cudré-Mauroux

MERGING LARGE ONTOLOGIES USING BIGDATA GRAPHDB ....................................................................... 2383 Kurosh Madani ; Cristiano Russo ; Antonio M. Rinaldi

TOWARDS COMPARING AND USING MACHINE LEARNING TECHNIQUES FOR

DETECTING AND PREDICTING HEART ATTACK AND DISEASES ................................................................. 2393 Thankgod Obasi ; M. Omair Shafiq

DETECTING HARDLY VISIBLE ROADS IN LOW-RESOLUTION SATELLITE TIME SERIES

DATA ................................................................................................................................................................................ 2403 Stefan Oehmcke ; Christoffer Thrysøe ; Andreas Borgstad ; Marcos Antonio Vaz Salles ; Martin Brandt ; Fabian

Gieseke

NEURAL AND QUANTUM CRYPTOGRAPHY IN BIG DATA: A REVIEW ........................................................ 2413 Burak Özçakmak ; Alper Özbilen ; Uraz Yavanoglu ; Kübra Cin

HELP ONESELF IN HELPING THE OTHERS: THE ECOLOGY OF ONLINE SUPPORT

GROUPS ........................................................................................................................................................................... 2418 Shuaidong Pan ; Tianran Hu ; Shujing Sun ; Jianbo Yuan ; Jiebo Luo

AN INFORMATIVE BASE OF POSITIVE AND NEGATIVE ASSOCIATION RULES ON BIG

DATA ................................................................................................................................................................................ 2428 Bemarisika Parfait ; Totohasina André

END-TO-END JOINT OPINION ROLE LABELING WITH BERT ......................................................................... 2438 Wei Quan ; Jinli Zhang ; Xiaohua Tony Hu

ELIMINATING DATA COLLECTION BOTTLENECK FOR WAKE WORD ENGINE TRAINING

USING FOUND AND SYNTHETIC DATA.................................................................................................................. 2447 Buvaneswari Ramanan ; Lawrence Drabeck ; Thomas Woo ; Troy Cauble ; Anil Rana

TOWARDS ANALYZING LARGE GRAPHS WITH QUANTUM ANNEALING .................................................. 2457 Hannu Reittu ; Ville Kotovirta ; Lasse Leskelä ; Hannu Rummukainen ; Tomi Räty

REVISITING TEXT AND KNOWLEDGE GRAPH JOINT EMBEDDINGS: THE AMOUNT OF

SHARED INFORMATION MATTERS! ...................................................................................................................... 2465 Paolo Rosso ; Dingqi Yang ; Philippe Cudré-Mauroux

LEARNING TEMPORAL RELEVANCE IN LONGITUDINAL MEDICAL NOTES ............................................ 2474 Cansu Sen ; Thomas Hartvigsen ; Xiangnan Kong ; Elke Rundensteiner

BAGGING USING INSTANCE-LEVEL DIFFICULTY FOR MULTI-CLASS IMBALANCED BIG

DATA CLASSIFICATION ON SPARK ........................................................................................................................ 2484 William C. Sleeman IV ; Bartosz Krawczyk

NET PROMOTER SENTIMENT CLASSIFIER USING OHPL-ALL ...................................................................... 2494 Bob Vanderheyden ; Ying Xie ; Mohan Rachumallu

AWDF: AN ADAPTIVE WEIGHTED DEEP FUSION ARCHITECTURE FOR MULTI-

MODALITY LEARNING ............................................................................................................................................... 2503 Qinghan Xue ; Abhishek Kolagunda ; Steven Eliuk ; Xiaolong Wang

VIDCEP: COMPLEX EVENT PROCESSING FRAMEWORK TO DETECT SPATIOTEMPORAL

PATTERNS IN VIDEO STREAMS ............................................................................................................................... 2513 Piyush Yadav ; Edward Curry

WOTBOOST: WEIGHTED OVERSAMPLING TECHNIQUE IN BOOSTING FOR IMBALANCED

LEARNING ...................................................................................................................................................................... 2523 Wenhao Zhang ; Ramin Ramezani ; Arash Naeim

TRUST INFERENCE FOR RIDESHARE THROUGH CO-TRAINING ON SOCIAL MEDIA DATA ................ 2532 Yang Zhou ; Yan Huang ; Joseph McGlynn ; Alexander Han

INFER LATENT PRIVACY FOR ATTRIBUTE NETWORK IN KNOWLEDGE GRAPH .................................. 2542 Zeyuan Cui ; Li Pan ; Shijun Liu ; Lizhen Cui

PRIVACY-PRESERVING HETEROGENEOUS FEDERATED TRANSFER LEARNING ................................... 2552 Dashan Gao ; Yang Liu ; Anbu Huang ; Ce Ju ; Han Yu ; Qiang Yang

SGNN: A GRAPH NEURAL NETWORK BASED FEDERATED LEARNING APPROACH BY

HIDING STRUCTURE ................................................................................................................................................... 2560 Guangxu Mei ; Ziyu Guo ; Shijun Liu ; Li Pan

SECURE AND EFFICIENT FEDERATED TRANSFER LEARNING ..................................................................... 2569 Shreya Sharma ; Chaoping Xing ; Yang Liu ; Yan Kang

PROFIT ALLOCATION FOR FEDERATED LEARNING ....................................................................................... 2577 Tianshu Song ; Yongxin Tong ; Shuyue Wei

FEDERATED LEARNING WITH BAYESIAN DIFFERENTIAL PRIVACY ......................................................... 2587 Aleksei Triastcyn ; Boi Faltings

MEASURE CONTRIBUTION OF PARTICIPANTS IN FEDERATED LEARNING ............................................. 2597 Guan Wang ; Charlie Xiaoqian Dang ; Ziye Zhou

POWER DEMAND RESPONSE INCENTIVE PRICING MODEL .......................................................................... 2605 Kun Zhang ; Yuliang Shi ; Yuecan Liu ; Zhongmin Yan

RADICALLY SIMPLIFYING GATED RECURRENT ARCHITECTURES WITHOUT LOSS OF

PERFORMANCE ............................................................................................................................................................ 2615 Jonathan W. Boardman ; Ying Xie

COARSE GRAINING OF DATA VIA INHOMOGENEOUS DIFFUSION CONDENSATION ............................. 2624 Nathan Brugnone ; Alex Gonopolskiy ; Mark W. Moyle ; Manik Kuchroo ; David Van Dijk ; Kevin R. Moon ;

Daniel Colon-Ramos ; Guy Wolf ; Matthew J. Hirn ; Smita Krishnaswamy

FINDING ARCHETYPAL SPACES USING NEURAL NETWORKS ...................................................................... 2634 David Van Dijk ; Daniel B. Burkhardt ; Matthew Amodio ; Alexander Tong ; Guy Wolf ; Smita Krishnaswamy

UTILITY-DRIVEN MINING OF HIGH UTILITY EPISODES ................................................................................. 2644 Wensheng Gan ; Jerry Chun-Wei Lin ; Han-Chieh Chao ; Philip S. Yu

MINING FREQUENT TEMPORAL PATTERNS FROM MEDICAL DATA BASED ON FUZZY

RANGED RELATIONS .................................................................................................................................................. 2654 Shoji Hirano ; Shusaku Tsumoto

MINING TEMPORAL FUZZY UTILITY ITEMSETS BY TREE STRUCTURE ................................................... 2659 Tzung-Pei Hong ; Cheng-Yu Lin ; Wei-Ming Huang ; Shu-Min Li ; Shyue-Liang Wang ; Jerry Chun-Wei Lin

STUDY OF THE EFFECTS OF VISUAL COMPLEXITY AND CONSUMER EXPERIENCE ON

VISUAL ATTENTION AND PURCHASE BEHAVIOR THROUGH THE USE OF EYE

TRACKING ..................................................................................................................................................................... 2664 Ken Ishibashi ; Chen Xiao ; Katsutoshi Yada

MINING HIGH-UTILITY SEQUENTIAL PATTERNS FROM BIG DATASETS .................................................. 2674 Jerry Chun-Wei Lin ; Yuanfa Li ; Philippe Fournier-Viger ; Youcef Djenouri ; Leon Shyue-Liang Wang

BRIDGING THE GAP BETWEEN COMMUNITY AND NODE REPRESENTATIONS: GRAPH

EMBEDDING VIA COMMUNITY DETECTION ...................................................................................................... 2681 Artem Lutov ; Dingqi Yang ; Philippe Cudré-Mauroux

AN EFFECTIVE AND SCALABLE DATA MODELING FOR ENTERPRISE BIG DATA

PLATFORM .................................................................................................................................................................... 2691 Jayesh Patel

ESTIMATION OF DISEASE CODE FROM ELECTRONIC PATIENT RECORDS ............................................. 2698 Shusaku Tsumoto ; Tomohiro Kimura ; Haruko Iwata ; Shoji Hirano

A GA-BASED FRAMEWORK FOR MINING HIGH FUZZY UTILITY ITEMSETS ............................................ 2708 Jimmy Ming-Tai Wu ; Jerry Chun-Wei Lin ; Philippe Fournier-Viger ; Tomasz Wiktorski ; Tzung-Pei Hong ; Matin

Pirouz

A DATA-DRIVEN APPROACH FOR CONTINUOUS ADHERENCE PREDICTIONS IN SLEEP

APNEA THERAPY MANAGEMENT .......................................................................................................................... 2716 Matheus Araujo ; Louis Kazaglis ; Conrad Iber ; Jaideep Srivastava

THE SERUMS TOOL-CHAIN: ENSURING SECURITY AND PRIVACY OF MEDICAL DATA IN

SMART PATIENT-CENTRIC HEALTHCARE SYSTEMS ...................................................................................... 2726 V. Janjic ; J. K. F. Bowles ; A. F. Vermeulen ; A. Silvina ; M. Belk ; C. Fidas ; A. Pitsillides ; M. Kumar ; M.

Rossbory ; M. Vinov ; T. Given-Wilson ; A. Legay ; E. Blackledge ; R. Arredouani ; G. Stylianou ; W. Huang

CLASSIFICATION MODELS AND SURVIVAL ANALYSIS FOR PROSTATE CANCER USING

RNA SEQUENCING AND CLINICAL DATA ............................................................................................................ 2736 Md Faisal Kabir ; Simone A. Ludwig

REGIONAL ANALYSIS OF DEATH RATE DUE TO AIR POLLUTION IN TURKEY AND ITS

NEIGHBORS ................................................................................................................................................................... 2746 Yunus Emre Karazag ; Sultan Turhan ; Ozgun Pinarer ; A. Teoman Naskali

USING HOSPITAL ADMINISTRATIVE DATA TO INFER PATIENT-PATIENT CONTACT VIA

THE CONSISTENT CO-PRESENCE ALGORITHM................................................................................................. 2756 Jeffrey Lienert ; Felix Reed-Tsochas ; Laura Koehly ; Christopher Steven Marcum

ANALYZING PUBLIC OUTLOOK TOWARDS VACCINATION USING TWITTER ......................................... 2763 Rutuja Mahajan ; William Romine ; Michele Miller ; Tanvi Banerjee

A HYBRID MODEL USING LSTM AND DECISION TREE FOR MORTALITY PREDICTION

AND ITS APPLICATION IN PROVIDER PERFORMANCE EVALUATION ....................................................... 2773 Peichang Shi ; Aryya Gangopadhyay ; Carolyn Owens ; Brenda Blunt ; Christine Grogan

SINGLE-CELL REGULATORY NETWORK INFERENCE AND CLUSTERING FROM HIGH-

DIMENSIONAL SEQUENCING DATA ....................................................................................................................... 2782 Aristidis G. Vrahatis ; Georgios N. Dimitrakopoulos ; Sotiris K. Tasoulis ; Spiros V. Georgakopoulos ; Vassilis P.

Plagianakos

THE DEVELOPMENT OF MACHINE LEARNING INFUSED OUTPATIENT PROGNOSTIC

MODELS FOR TACKLING IMPACTS OF CLIMATE CHANGE AND ENSURING DELIVERY

OF EFFECTIVE POPULATION HEALTH SERVICES ............................................................................................ 2790 Jaya Shankar Vuppalapati ; Santosh Kedari ; Anitha Ilapakurti ; Chandrasekar Vuppalapati ; Sharat Kedari ;

Rajasekar Vuppalapati

ENHANCING CLINICAL INFORMATION RETRIEVAL THROUGH CONTEXT-AWARE

QUERIES AND INDICES .............................................................................................................................................. 2800 Andrew Wen ; Yanshan Wang ; Vinod C. Kaggal ; Sijia Liu ; Hongfang Liu ; Jungwei Fan

TRANSPOSE-BASED INTEGRATED DATA REDUCTION TECHNIQUES FOR SPEEDING UP

CLASSIFIER TRAINING .............................................................................................................................................. 2808 Reham M. Alamro ; Abdou S. Youssef

HIERARCHICAL TRANSFER CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE

CLASSIFICATION ......................................................................................................................................................... 2817 Xishuang Dong ; Hsiang-Huang Wu ; Yuzhong Yan ; Lijun Qian

RECONSTRUCTION OF AGENTS’ CORRUPTED TRAJECTORIES OF COLLECTIVE MOTION

USING LOW-RANK MATRIX COMPLETION ......................................................................................................... 2826 Kelum Gajamannage ; Randy Paffenroth

AUTONOMIC WORKLOAD CHANGE CLASSIFICATION AND PREDICTION FOR BIG DATA

WORKLOADS ................................................................................................................................................................ 2835 Mikhail Genkin ; Frank Dehne

PARALLEL GRADIENT BOOSTING BASED GRANGER CAUSALITY LEARNING ....................................... 2845 Pei Guo ; Chen Liuy ; Yan Tang ; Jianwu Wang

MODELLING WEALTH FROM CALL DETAIL RECORDS AND SURVEY DATA WITH

MACHINE LEARNING: EVIDENCE FROM PAPUA NEW GUINEA ................................................................... 2855 Muhammad Rizal Khaefi ; Hendrik ; Dharani Dhar Burra ; Rio Fandi Dianco ; Dikara Maitri Pradipta Alkarisya ;

Muhammad Rheza Muztahid ; Annissa Zahara ; George Hodge ; Rajius Idzalika

ONE-PASS SPARSIFIED GAUSSIAN MIXTURES ................................................................................................... 2865 Eric Kightley ; Stephen Becker

PERSONALIZED DEEPINF: ENHANCED SOCIAL INFLUENCE PREDICTION WITH DEEP

LEARNING AND TRANSFER LEARNING ................................................................................................................ 2871 Carson K. Leung ; Alfredo Cuzzocrea ; Jiaxing Jason Mai ; Deyu Deng ; Fan Jiang

VIDANOMALY: LSTM-AUTOENCODER-BASED ADVERSARIAL LEARNING FOR ONE-

CLASS VIDEO CLASSIFICATION WITH MULTIPLE DYNAMIC IMAGES ...................................................... 2881 Shusheng Li ; Wenbo He

A NOVEL OVERSAMPLING METHOD BASED ON SEQGAN FOR IMBALANCED TEXT

CLASSIFICATION ......................................................................................................................................................... 2891 Yin Luo ; Haishan Feng ; Xuanlong Weng ; Ke Huang ; Huang Zheng

ATTENTION-BASED MULTI-LAYER CHINESE WORD EMBEDDING ............................................................. 2895 Bing Ma ; Haifeng Sun ; Jingyu Wang ; Qi Qi

SWAG: ITEM RECOMMENDATIONS USING CONVOLUTIONS ON WEIGHTED GRAPHS ........................ 2903 Amit Pande ; Kai Ni ; Venkataramani Kini

DQA: SCALABLE, AUTOMATED AND INTERACTIVE DATA QUALITY ADVISOR ..................................... 2913 Shrey Shrivastava ; Dhaval Patel ; Anuradha Bhamidipaty ; Wesley M. Gifford ; Stuart A. Siegel ; Venkata

Sitaramagiridharganesh Ganapavarapu ; Jayant R. Kalagnanam

RECOVERY-ORIENTED BIG DATA COMPUTING FOR EXACTLY ONCE MESSAGE

PROCESSING ................................................................................................................................................................. 2923 Fangchen Sun ; Feng Mao ; Stephen Guo ; Yitao Yao ; Paritosh Malaviya ; Kushal Bhatt ; Anurag Gupta ; Mridul

Jain ; Kannan Achan ; Xiaotong Suo ; Nishad Kamat

AVERAGING ENSEMBLES MODEL FOR FORECASTING OF SHORT-TERM LOAD IN

SMART GRIDS ............................................................................................................................................................... 2931 Dabeeruddin Syed ; Shady S. Refaat ; Haitham Abu-Rub ; Othmane Bouhali ; Ameema Zainab ; Le Xie

Q-LEARNING WITH KALMAN FILTERS ................................................................................................................ 2939 Kei Takahata ; Takao Miura

INFORMED TRADING SUPPORT FOR THE AMATEUR INVESTORON THE NEW YORK

STOCK EXCHANGE ..................................................................................................................................................... 2948 T. Warren De Wit ; Vineetha Menon

RECCITE: A HYBRID APPROACH TO RECOMMEND POTENTIAL PAPERS ................................................ 2956 Pratyush Yadav ; Nikhila Remala ; Nargis Pervin

VIRTUAL-LINK REPRESENTATION FOR LINK PREDICTION ......................................................................... 2965 Can Yao ; Hai Huang ; Longxuan Ma ; Ze Yang ; Lei Zhang

FAULTED LINE IDENTIFICATION AND LOCALIZATION IN POWER SYSTEM USING

MACHINE LEARNING TECHNIQUES ...................................................................................................................... 2975 Ameema Zainab ; Shady S. Refaat ; Dabeeruddin Syed ; Ali Ghrayeb ; Haitham Abu-Rub

AN INNOVATIVE ONLINE PROCESS MINING FRAMEWORK FOR SUPPORTING

INCREMENTAL GDPR COMPLIANCE OF BUSINESS PROCESSES .................................................................. 2982 Rashid Zaman ; Alfredo Cuzzocrea ; Marwan Hassani

MULTI-TASK DEEP REINFORCEMENT LEARNING FOR SCALABLE PARALLEL TASK

SCHEDULING ................................................................................................................................................................ 2992 Lingxin Zhang ; Qi Qi ; Jingyu Wang ; Haifeng Sun ; Jianxin Liao

IDENTIFYING IMPORTANT INTERNET OUTAGES ............................................................................................. 3002 Ryan Bogutz ; Yuri Pradkin ; John Heidemann

QUANTIFYING THE EFFECTS OF RECOMMENDATION SYSTEMS ............................................................... 3008 Sunshine Chong ; Andrés Abeliuk

COMPUTING AS CURRICULAR PERIPHERAL ..................................................................................................... 3016 Shanni Lam ; Jacob Van Der Leeuw ; Wayne Ying ; Zachary Dodds ; Henry Coxe

DETECTING FAKE NEWS ARTICLES ...................................................................................................................... 3021 Jun Lin ; Glenna Tremblay-Taylor ; Guanyi Mou ; Di You ; Kyumin Lee

EFFECTS OF NETWORK STRUCTURE ON SUBJECTIVE PREFERENCE DIVERSITY ................................ 3026 Anne Lin ; Andrés Abeliuk ; Emilio Ferrara

SOMEF: A FRAMEWORK FOR CAPTURING SCIENTIFIC SOFTWARE METADATA FROM

ITS DOCUMENTATION ............................................................................................................................................... 3032 Allen Mao ; Daniel Garijo ; Shobeir Fakhraei

LOW COST GUNSHOT DETECTION USING DEEP LEARNING ON THE RASPBERRY PI ........................... 3038 Alex Morehead ; Lauren Ogden ; Gabe Magee ; Ryan Hosler ; Bruce White ; George Mohler

GROUP LINK PREDICTION ....................................................................................................................................... 3045 Andrew Stanhope ; Hao Sha ; Danielle Barman ; Mohammad Al Hasan ; George Mohler

PAPER RECOMMENDATION BASED ON CITATION RELATION ..................................................................... 3053 William Tanner ; Esra Akbas ; Mir Hasan

ARCHCONTRACT: USING SMART CONTRACTS FOR DISPOSITION ............................................................. 3060 Danielle Alves Batista ; Tim Weingaertner

TOWARDS A FLEXIBLE SYSTEM ARCHITECTURE FOR AUTOMATED KNOWLEDGE BASE

CONSTRUCTION FRAMEWORKS ............................................................................................................................ 3066 Osman Din

AUTOMATED INTERPRETABILITY OF LINKED DATA ONTOLOGIES: AN EVALUATION

WITHIN THE CULTURAL HERITAGE DOMAIN ................................................................................................... 3072 Nuno Freire ; Sjors De Valk

BUILDING THE NATIONAL RADIO RECORDINGS DATABASE: A BIG DATA APPROACH TO

DOCUMENTING AUDIO HERITAGE ........................................................................................................................ 3080 Emily Goodmann ; Mark A. Matienzo ; Shawn Vancour ; William Vanden Dries

EXTENDING THE SCOPE OF COMPUTATIONAL ARCHIVAL SCIENCE: A CASE STUDY ON

LEVERAGING ARCHIVAL AND ENGINEERING APPROACHES TO DEVELOP A

FRAMEWORK TO DETECT AND PREVENT “FAKE VIDEO” ............................................................................ 3087 Hoda Hamouda ; Jessica Bushey ; Victoria Lemieux ; James Stewart ; Corinne Rogers ; James Cameron ; Ken

Thibodeau ; Chen Feng

USING DATA PARTITIONS AND STATELESS SERVERS TO SCALE UP FEDORA

REPOSITORIES ............................................................................................................................................................. 3098 Gregory Jansen ; Aaron Coburn ; Adam Soroka ; Richard Marciano

DIGITAL LEGACIES ON PAPER: READING PUNCHCARDS WITH COMPUTER VISION ........................... 3103 Gregory Jansen

PRELIMINARY ANALYSIS OF A LARGE-SCALE DIGITAL ENTERTAINMENT

DEVELOPMENT ARCHIVE: A CASE STUDY OF THE ENTERTAINMENT TECHNOLOGY

CENTER’S PROJECTS ................................................................................................................................................. 3109 Eric Kaltman

ENTERPRISE ARCHITECTURE — A VALUE PROPOSITION FOR RECORDS

PROFESSIONALS .......................................................................................................................................................... 3116 Shadrack Katuu

REFRAMING DIGITAL CURATION PRACTICES THROUGH A COMPUTATIONAL

THINKING FRAMEWORK .......................................................................................................................................... 3126 Richard Marciano ; Sarah Agarrat ; Hannah Frisch ; Margaret Rose Hunt ; Kanishka Jain ; Genevieve Kocienda ;

Hannah Krauss ; Chenxi Liu ; Mary McKinley ; Danish Mir ; Connor Mullane ; Emery Patterson ; Debashish

Pradhan ; James Santos ; Britton Schams ; H

AN INTELLIGENT CLASS: THE DEVELOPMENT OF A NOVEL CONTEXT CAPTURING

FRAMEWORK SUPPORTING THE FUNCTIONAL AUTO-CLASSIFICATION OF RECORDS ..................... 3136 Nathaniel Payne

COMPUTATIONAL THINKING IN ARCHIVAL SCIENCE RESEARCH AND EDUCATION ......................... 3146 William Underwood ; Richard Marciano

WHAT COMPUTATIONAL ARCHIVAL SCIENCE CAN LEARN FROM ART HISTORY AND

MATERIAL CULTURE STUDIES ............................................................................................................................... 3153 Lyneise Williams

AUTOMATIC EXTRACTION OF PERSONALITY FROM TEXT: CHALLENGES AND

OPPORTUNITIES .......................................................................................................................................................... 3156 Nazar Akrami ; Johan Fernquist ; Tim Isbister ; Lisa Kaati ; Björn Pelzer

EXAMINATION OF DOUBLE ARBITER PUFS ON SECURITY AGAINST MACHINE

LEARNING ATTACKS .................................................................................................................................................. 3165 Meznah A. Alamro ; Yu Zhuang ; Ahmad O. Aseeri ; Mohammed Saeed Alkatheiri

MALICIOUS URL LINKAGE ANALYSIS AND COMMON PATTERN DISCOVERY ....................................... 3172 Shin-Ying Huang ; Tzu-Hsien Chuang ; Shi-Meng Huang ; Tao Ban

LEARNING TO GENERATE DIVERSE AND AUTHENTIC REVIEWS VIA AN ENCODER-

DECODER MODEL WITH TRANSFORMER AND GRU ........................................................................................ 3180 Kaifu Jin ; Xi Zhang ; Jiayuan Zhang

BYAKKO: AUTOMATIC WHITELIST GENERATION BASED ON OCCURRENCE

DISTRIBUTION OF FEATURES OF NETWORK TRAFFIC .................................................................................. 3190 Nobuyuki Kanaya ; Yu Tsuda ; Yuuki Takano ; Daisuke Inoue

A FRAMEWORK FOR CYBER THREAT INTELLIGENCE EXTRACTION FROM RAW LOG

DATA ................................................................................................................................................................................ 3200 Max Landauer ; Florian Skopik ; Markus Wurzenberger ; Wolfgang Hotwagner ; Andreas Rauber

DETECTING ADVERSARY USING WINDOWS DIGITAL ARTIFACTS ............................................................. 3210 Seng Pei Liew ; Satoshi Ikeda

DETECTION OF PHISHING WEBSITES USING GENERATIVE ADVERSARIAL NETWORK ...................... 3216 Pierrick Robic-Butez ; Thu Yein Win

DO’S AND DON’TS OF DISTRIBUTED INTRUSION DETECTION FOR INDUSTRIAL

NETWORK TOPOLOGIES ........................................................................................................................................... 3222 Peter Schneider

WORTH THE WAIT? TIME WINDOW FEATURE OPTIMIZATION FOR ATTACK

CLASSIFICATION ......................................................................................................................................................... 3232 Casey Wilson ; Xenia Mountrouidou ; Anna Little

FRAMEWORK FOR HEALTHCARE SECURITY PRACTICE ANALYSIS, MODELING AND

INCENTIVIZATION ...................................................................................................................................................... 3242 Prosper Kandabongee Yeng ; Bian Yang ; Einar Arthur Snekkenes

CAN MACHINE/DEEP LEARNING CLASSIFIERS DETECT ZERO-DAY MALWARE WITH

HIGH ACCURACY? ...................................................................................................................................................... 3252 Faranak Abri ; Sima Siami-Namini ; Mahdi Adl Khanghah ; Fahimeh Mirza Soltani ; Akbar Siami Namin

PROVENANCE–AWARE WORKFLOW FOR DATA QUALITY MANAGEMENT AND

IMPROVEMENT FOR LARGE CONTINUOUS SCIENTIFIC DATA STREAMS ................................................ 3260 Jitendra Kumar ; Michael C. Crow ; Ranjeet Devarakonda ; Michael Giansiracusa ; Kavya Guntupally ; Joseph V.

Olatt ; Zach Price ; Harold A. Shanafield ; Alka Singh

MTSAD: MULTIVARIATE TIME SERIES ABNORMALITY DETECTION AND

VISUALIZATION ........................................................................................................................................................... 3267 Vung Pham ; Ngan Nguyen ; Jie Li ; Jon Hass ; Yong Chen ; Tommy Dang

COMPARISON OF SUPPORT VECTOR MACHINE AND GRADIENT BOOSTING

REGRESSION TREE FOR PREDICTING SPATIALLY EXPLICIT LIFE CYCLE GLOBAL

WARMING AND EUTROPHICATION IMPACTS: A CASE STUDY IN CORN PRODUCTION ....................... 3277 Xiaobo Xue Romeiko ; Zhijian Guo ; Yulei Pang

THE PERFORMANCE OF LSTM AND BILSTM IN FORECASTING TIME SERIES ........................................ 3285 Sima Siami-Namini ; Neda Tavakoli ; Akbar Siami Namin

HACKERNETS: VISUALIZING MEDIA CONVERSATIONS ON INTERNET OF THINGS, BIG

DATA, AND CYBERSECURITY .................................................................................................................................. 3293 Hao Van ; Huyen N. Nguyen ; Rattikorn Hewett ; Tommy Dang

GPU-SFFT: A GPU BASED PARALLEL ALGORITHM FOR COMPUTING THE SPARSE FAST

FOURIER TRANSFORM (SFFT) OF K-SPARSE SIGNALS .................................................................................... 3303 Oswaldo Artiles ; Fahad Saeed

PARALLEL HYBRID METAHEURISTICS WITH DISTRIBUTED INTENSIFICATION AND

DIVERSIFICATION FOR LARGE-SCALE OPTIMIZATION IN BIG DATA STATISTICAL

ANALYSIS ....................................................................................................................................................................... 3312 Wendy K. Tam Cho ; Yan Y. Liu

PLANT EVENT DETECTION FROM TIME-VARYING POINT CLOUDS ........................................................... 3321 Tian Gao ; Jianxin Sun ; Feiyu Zhu ; Henry Akrofi Doku ; Yu Pan ; Harkamal Walia ; Hongfeng Yu

AUTO-CNNP: A COMPONENT-BASED FRAMEWORK FOR AUTOMATING CNN

PARALLELISM .............................................................................................................................................................. 3330 Soulaimane Guedria ; Noël De Palma ; Félix Renard ; Nicolas Vuillerme

AN EVALUATION OF RDMA-BASED MESSAGE PASSING PROTOCOLS ....................................................... 3340 Haoyu Huang ; Shahram Ghandeharizadeh

PERFORMANCE COMPARISON OF JULIA DISTRIBUTED IMPLEMENTATIONS OF

DIRICHLET PROCESS MIXTURE MODELS ........................................................................................................... 3350 Ruizhu Huang ; Weijia Xu ; Yinzhi Wang ; Silvia Liverani ; Ann E. Stapleton

ACCELERATING RNN ON FPGA WITH EFFICIENT CONVERSION OF HIGH-LEVEL

DESIGNS TO RTL .......................................................................................................................................................... 3355 Zongze Li ; Song Fu

VIEW SELECTION IN KNOT DEFORMATION ....................................................................................................... 3365 Juan Lin ; Hui Zhang

CONSTRUCTING SUFFIX ARRAY OF NEXT-GENERATION SEQUENCING UPON IN-

MEMORY LOOKUP CLOUD AND MAPREDUCE ................................................................................................... 3373 Li-Chen Liu ; Meng-Huang Lee ; Shin-Hung Chang ; Ray-I Chang ; Yu-Jung Chang ; Jan-Ming Ho

AN “ON THE FLY” FRAMEWORK FOR EFFICIENTLY GENERATING SYNTHETIC BIG

DATA SETS ..................................................................................................................................................................... 3379 Karl Mason ; Sadegh Vejdan ; Santiago Grijalva

TRANSPARENT IN-MEMORY CACHE MANAGEMENT IN APACHE SPARK BASED ON

POST-MORTEM ANALYSIS ........................................................................................................................................ 3388 Atsuya Nasu ; Kenji Yoneo ; Masao Okita ; Fumihiko Ino

A FAST EXACT VIEWSHED ALGORITHM ON GPU ............................................................................................. 3397 Faisal F. Qarah ; Yi-Cheng Tu

PARALLELIZED TOPOLOGICAL RELAXATION ALGORITHM ....................................................................... 3406 Guangchen Ruan ; Hui Zhang

PARALLEL R COMPUTING ON THE WEB ............................................................................................................. 3416 Ranjini Subramanian ; Hui Zhang

SPATIAL-TEMPORAL SCIENTIFIC DATA CLUSTERING VIA DEEP CONVOLUTIONAL

NEURAL NETWORK .................................................................................................................................................... 3424 Jianxin Sun ; Chunxia Wu ; Yufeng Ge ; Yusong Li ; Hongfeng Yu

PARALLEL TRAINING VIA COMPUTATION GRAPH TRANSFORMATION .................................................. 3430 Fei Wang ; Guoyang Chen ; Weifeng Zhang ; Tiark Rompf

A METHODOLOGY FOR CROSS-PLATFORM, EVENT-DRIVEN BIG DATA ANALYTICS-AS-

A-SERVICE ..................................................................................................................................................................... 3440 Claudio A. Ardagna ; Valerio Bellandi ; Paolo Ceravolo ; Ernesto Damiani ; Rino Finazzo

CONTEXT-AUGMENTED SOFTWARE DEVELOPMENT IN TRADITIONAL AND BIG DATA

PROJECTS: LITERATURE REVIEW AND PRELIMINARY FRAMEWORK ..................................................... 3449 Glaucia Melo ; Paulo Alencar ; Don Cowan

A FRAMEWORK FOR IDENTIFYING AND PRIORITIZING DATA ANALYTICS

OPPORTUNITIES IN ADDITIVE MANUFACTURING ........................................................................................... 3458 Hyunseop Park ; Hyunwoong Ko ; Yung-Tsun T. Lee ; Hyunbo Cho ; Paul Witherell

SKI: AN AGILE FRAMEWORK FOR DATA SCIENCE .......................................................................................... 3468 Jeffrey Saltz ; Alex Suthrland

ACHIEVING AGILE BIG DATA SCIENCE: THE EVOLUTION OF A TEAM’S AGILE PROCESS

METHODOLOGY .......................................................................................................................................................... 3477 Jeffrey S. Saltz ; Ivan Shamshurin

A HYBRID APPROACH TO DYNAMIC ENTERPRISE DATA PLATFORM ....................................................... 3486 Mehmet Selman Sezgin ; Ahmet Tugrul Bayrak ; Olcay Taner Ytldtz

REAL-TIME MACHINE LEARNING COMPETITION ON DATA STREAMS AT THE IEEE BIG

DATA 2019 ....................................................................................................................................................................... 3493 Dihia Boulegane ; Nedeljko Radulovic ; Albert Bifet ; Ghislain Fievet ; Jimin Sohn ; Yeonwoo Nam ; Seojeong Yu ;

Dong-Wan Choi

COLLABORATIVE STREAMING: TRUST REQUIREMENTS FOR PRICE SHARING .................................... 3498 Tobias Grubenmann ; Daniele Dell’Aglio ; Abraham Bernstein

MLK SMART CORRIDOR: AN URBAN TESTBED FOR SMART CITY APPLICATIONS ............................... 3506 Austin Harris ; Jose Stovall ; Mina Sartipi

SCALABLE AND RELIABLE MULTI-DIMENSIONAL AGGREGATION OF SENSOR DATA

STREAMS ........................................................................................................................................................................ 3512 Sören Henning ; Wilhelm Hasselbring

TV AD EVENTS AND DIGITAL SEARCH: ON THE SELECTION OF OUTCOME MEASURES .................... 3518 Shawndra Hill ; Anthony Colas ; H. Andrew Schwartz ; Gordon Burtch

IMAGE MINING FOR REAL TIME QUALITY ASSURANCE IN RAPID PROTOTYPING .............................. 3529 Sebastian Trinks ; Carsten Felden

A DEEP LEARNING APPROACH TO TRESPASSING DETECTION USING VIDEO

SURVEILLANCE DATA ............................................................................................................................................... 3535 Muzammil Bashir ; Elke A. Rundensteiner ; Ramoza Ahsan

CLASSIFYING IN-VEHICLE NOISE FROM MULTI-CHANNEL SOUND SPECTRUM BY DEEP

BEAMFORMING NETWORKS ................................................................................................................................... 3545 Seok-Jun Bu ; Sung-Bae Cho

AGENT-BASED MODELING TO SIMULATE ROAD TRAVEL USING BIG DATA FROM

SMARTPHONE GPS: AN APPLICATION TO THE CONTINENTAL UNITED STATES ................................... 3553 Sashikanth Gurram ; Vijayaraghavan Sivaraman ; Jonathan T. Apple ; Abdul R. Pinjari

TRAVEL PATTERN EXTRACTION FROM SMART CARD DATA USING DATA POLISHING ..................... 3563 Mio Hosoe ; Masashi Kuwano ; Taku Moriyama ; Kosuke Miyazaki ; Masaki Ito

USING TIMED SEQUENTIAL PATTERNS IN THE TRANSPORTATION INDUSTRY ..................................... 3573 Somayah Karsoum ; Le Gruenwald ; Clark Barrus ; Eleazar Leal

PERSONALIZED POI EMBEDDING FOR SUCCESSIVE POI RECOMMENDATION WITH

LARGE-SCALE SMART CARD DATA ....................................................................................................................... 3583 Jin-Young Kim ; Kyung-Hyun Lim ; Sung-Bae Cho

MODELING DYNAMIC SPATIAL-TEMPORAL CLUSTER RELATIONSHIPS ................................................. 3590 Ivens Portugal ; Paulo Alencar ; Donald Cowan

BLOCKCHAIN TECHNOLOGY AS A MECHANISM FOR DIGITAL RAILWAY TICKETING ...................... 3599 J. D. Preece ; J. M. Easton

PERFORMANCE BENCHMARKING OF DATA AUGMENTATION AND DEEP LEARNING FOR

TORNADO PREDICTION ............................................................................................................................................. 3607 Carlos A. Barajas ; Matthias K. Gobbert ; Jianwu Wang

MEASURING, QUANTIFYING, AND PREDICTING THE COST-ACCURACY TRADEOFF ........................... 3616 Matt Baughman ; Nifesh Chakubaji ; Hong-Linh Truong ; Krists Kreics ; Kyle Chard ; Ian Foster

BENCHMARKING DISCRETISATION LEVEL OF CONTINUOUS ATTRIBUTES:

THEORETICAL AND EXPERIMENTAL APPROACHES ....................................................................................... 3623 Wanghu Chen ; Chao Wang ; Jing Li ; Bo Yang ; Yang Liu ; Jianwu Wang

FAST STOCHASTIC BLOCK PARTITIONING USING A SINGLE COMMODITY MACHINE ....................... 3632 Md Abdul Motaleb Faysal ; Shaikh Arifuzzaman

SEARCH FOR K: ASSESSING FIVE TOPIC-MODELING APPROACHES TO 120,000

CANADIAN ARTICLES ................................................................................................................................................ 3640 Qiang Fu ; Yufan Zhuang ; Jiaxin Gu ; Yushu Zhu ; Huihui Qin ; Xin Guo

ANALYSIS AND PREDICTION OF DATA TRANSFER THROUGHPUT FOR DATA-INTENSIVE

WORKLOADS ................................................................................................................................................................ 3648 Devarshi Ghoshal ; Kesheng Wu ; Eric Pouyoul ; Erich Strohmaier

REACTIVE MICROSERVICES IN COMMODITY RESOURCES .......................................................................... 3658 Divya Goel ; Amaresh Nayak

GEOYCSB: A BENCHMARK FRAMEWORK FOR THE PERFORMANCE AND SCALABILITY

EVALUATION OF NOSQL DATABASES FOR GEOSPATIAL WORKLOADS ................................................... 3666 Suneuy Kim ; Yuvraj Singh Kanwar

AN EMPIRICAL STUDY OF QUAD-LEVEL CELL (QLC) NAND FLASH SSDS FOR BIG DATA

APPLICATIONS ............................................................................................................................................................. 3676 Shuwen Liang ; Zhi Qiao ; Sihai Tang ; Jacob Hochstetler ; Song Fu ; Weisong Shi ; Hsing-Bung Chen

AN EMPIRICAL STUDY OF RABIN FINGERPRINTING PARAMETERS .......................................................... 3686 Paul Lu ; Owen Randall ; Emma McDonald

GHOSTZ PW/GF: DISTRIBUTED PARALLEL HOMOLOGY SEARCH SYSTEM FOR LARGE-

SCALE METAGENOMIC ANALYSIS ........................................................................................................................ 3692 Kenta Machida ; Osamu Tatebe

AN EXPERIMENTAL COMPARISON OF GPU TECHNIQUES FOR DBSCAN CLUSTERING ....................... 3701 Hamza Mustafa ; Eleazar Leal ; Le Gruenwald

TOWARDS A HIGH-LEVEL DESCRIPTION FOR GENERATING STREAM PROCESSING

BENCHMARK APPLICATIONS .................................................................................................................................. 3711 Alessio Pagliari ; Fabrice Huet ; Guillaume Urvoy-Keller

MIX AND RANK: A FRAMEWORK FOR BENCHMARKING RECOMMENDER SYSTEMS .......................... 3717 Bibek Paudel ; Dragi Kocev ; Tome Eftimov

MULTIDIMENSIONAL PREFERENCE QUERY OPTIMIZATION ON INFRASTRUCTURE

MONITORING SYSTEMS ............................................................................................................................................ 3727 Yinghua Qin ; Gheorghi Guzun

A GRAY-BOX TESTING METHOD FOR DIVIDE&CONQUER IN IMAGE PROCESSING ............................. 3737 Marco Strutz ; Hermann Heßling ; Peter Hufnagl

GRAPHOPT: A FRAMEWORK FOR AUTOMATIC PARAMETERS TUNING OF GRAPH

PROCESSING FRAMEWORKS ................................................................................................................................... 3744 Muaz Twaty ; Amine Ghrab ; Sabri Skhiri

CLUSTER-SIZE OPTIMIZATION WITHIN A CLOUD-BASED ETL FRAMEWORK FOR BIG

DATA ................................................................................................................................................................................ 3754 Eftim Zdravevski ; Petre Lameski ; Ace Dimitrievski ; Marek Grzegorowski ; Cas Apanowicz

EFFICIENT FEATURE EMBEDDING OF 3D BRAIN MRI IMAGES FOR CONTENT-BASED

IMAGE RETRIEVAL WITH DEEP METRIC LEARNING ...................................................................................... 3764 Yuto Onga ; Shingo Fujiyama ; Hayato Arai ; Yusuke Chayama ; Hitoshi Iyatomi ; Kenichi Oishi

USING GOVERNANCE AND ADAPTIVE NORMATIVE MULTIAGENT SYSTEMS FOR

DYNAMIC VEHICLE PLATOON FORMATION ...................................................................................................... 3770 Lauro Caetano ; Marx Viana ; Elder Cirilo ; Paulo Alencar ; Carlos Lucena

TOWARDS BUILDING AN INTERACTIVE PLATFORM FOR ANALYZING MOVEMENT OF

BUSES IN HAJJ .............................................................................................................................................................. 3775 Emad Felemban ; Faizan Ur Rehman ; Asad Ali Biabani ; Atif Naseer ; Usama Alabdulwahab

PIECEWISE STATIONARY MODELING OF RANDOM PROCESSES OVER GRAPHS WITH AN

APPLICATION TO TRAFFIC PREDICTION ............................................................................................................ 3779 Arman Hasanzadeh ; Xi Liu ; Nick Duffield ; Krishna R. Narayanan

CLASSIFICATION OF DRIVING BEHAVIOR EVENTS UTILIZING KINEMATIC

CLASSIFICATION AND MACHINE LEARNING FOR DOWN SAMPLED TIME SERIES DATA ................... 3789 Vikram Krishnamurthy ; Kusha Nezafati ; Juhyun Bae ; Emre Gursoy ; Mian Zhong ; Vikrant Singh

802.11AC AND P IN A SIMULATED VANET ENVIRONMENT ............................................................................. 3797 Michael Lee ; Beichen Yang ; Travis Atkison

KNOWLEDGE AND SITUATION-AWARE VEHICLE TRAFFIC FORECASTING ........................................... 3803 Hao Peng ; Nicholas Klepp ; Mohammadhossein Toutiaee ; I. Budak Arpinar ; John A. Miller

SCALABLE OBJECT TRACKING IN SMART CITIES ........................................................................................... 3813 Jose Stovall ; Austin Harris ; Amanda O’Grady ; Mina Sartipi

PRELIMINARY RESEARCH ON VEHICLE SPEED DETECTION USING TRAFFIC CAMERAS .................. 3820 Chen Wang ; Aibek Musaev

DETECTING PEDESTRIAN CROSSING EVENTS IN LARGE VIDEO DATA FROM TRAFFIC

MONITORING CAMERAS ........................................................................................................................................... 3824 Weijia Xu ; Natalia Ruiz ; Kelly Pierce ; Ruizhu Huang ; Joel Meyer ; Jen Duthie

DISCOVERING HIGH DEMANDING BUS ROUTES USING FARECARD DATA .............................................. 3832 Hongzhi Yang ; Chieh-Feng Chiang ; Chen Arbee L. P.

TRAINING-FREE MONOCULAR 3D EVENT DETECTION SYSTEM FOR TRAFFIC

SURVEILLANCE ............................................................................................................................................................ 3838 Lijun Yu ; Peng Chen ; Wenhe Liu ; Guoliang Kang ; Alexander G. Hauptmann

EXPLORING THE BRAND COMPETITION PATTERNS OF CHINA’S AUTO MARKET WITH

MASSIVE SALES LEADS ............................................................................................................................................. 3844 Sheng Zhang ; Haoyang Che ; Jiacai Zhang ; Yucong Duan

AN EVALUATION OF RDMA-BASED MESSAGE PASSING PROTOCOLS ....................................................... 3854 Haoyu Huang ; Shahram Ghandeharizadeh

A TECHNICAL PERSPECTIVE OF DATACALC — AD-HOC ANALYSES ON

HETEROGENEOUS DATA SOURCES ....................................................................................................................... 3864 Johannes Luong ; Dirk Habich ; Wolfgang Lehner

KAFKA: THE DATABASE INVERTED, BUT NOT GARBLED OR COMPROMISED ....................................... 3874 Sean Rooney ; Peter Urbanetz ; Chris Giblin ; Daniel Bauer ; Florian Froese ; Luis Garcés-Erice ; Saša Tomic

ON THE RESTFUL WEB SERVICES FOR MANAGING APPLICATION VIRTUALIZATION

ENVIRONMENTS .......................................................................................................................................................... 3881 Elif Cansu Yildiz ; Engin Unal ; Hakan Tuzun ; Doruk Eren Aktas ; Mehmet S. Aktas

A MOBILITY-DRIVEN APPROACH TO MODELING BUILDING ENERGY ..................................................... 3887 Anne Berres ; Piljae Im ; Kuldeep Kurte ; Melissa Allen-Dumas ; Gautam Thakur ; Jibonananda Sanyal

THE BLESSING OF DIMENSIONALITY IN MANY-OBJECTIVE SEARCH: AN INVERSE

MACHINE LEARNING INSIGHT ............................................................................................................................... 3896 Abhishek Gupta ; Yew-Soon Ong ; Mojtaba Shakeri ; Xu Chi ; Allan Zhang Nengsheng

FAST TOP-N PERSONALIZED RECOMMENDATION ON ITEM GRAPH ......................................................... 3903 Zhuoyi Lin ; Lei Feng ; Chee-Keong Kwoh ; Chi Xu

ANALYSIS OF HURRICANE MATTHEW 2016 DATA TO ESTIMATE AIRLINE PASSENGERS

DISRUPTION .................................................................................................................................................................. 3909 Harshitha Meda ; Lauren B. Davis ; Chrysafis Vogiatzis

ESTIMATION OF TRANSACTIONAL NETWORK DATA BETWEEN BRANCH OFFICES

USING TRANSACTIONAL BIG DATA THROUGHOUT JAPAN .......................................................................... 3916 Yoshiki Ogawa ; Yuki Akiyama ; Sekimoto Yoshihide ; Ryosuke Shibasaki

COPING WITH BIG DATA IN TRANSFER OPTIMIZATION................................................................................ 3925 Mojtaba Shakeri ; Abhishek Gupta ; Yew-Soon Ong ; Xu Chi ; Allan Zhang Nengsheng

SERVICE TIME PREDICTION FOR LAST-YARD DELIVERY ............................................................................. 3933 Junxian Song ; Rong Wen ; Chi Xu ; Joel Wei En Tay

PERFORMANCE EVALUATION OF ETHEREUM-BASED ON-CHAIN SENSOR DATA

MANAGEMENT PLATFORM FOR INDUSTRIAL IOT .......................................................................................... 3939 Kentaroh Toyoda ; Mojtaba Shakeri ; Xu Chi ; Allan N. Zhang

ENSEMBLE KRIGING FOR ENVIRONMENTAL SPATIAL PROCESSES .......................................................... 3947 Gokhan Mert Yagli ; Joel Wei En Tay ; Dazhi Yang

DYNAMIC VISUALIZATION OF LARGE SCALE TACTICAL NETWORK SIMULATIONS .......................... 3951 Venkat Dasari ; Stephen Allen ; Scott E. Brown

ANALYSIS OF HIGH FIDELITY NS-3 SIMULATIONS TO STUDY REAL-TIME APPLICATION

PERFORMANCE IN TACTICAL WIRELESS NETWORKS ................................................................................... 3955 Venkat Dasari ; David Alexander ; Scott Brown ; Jenmfer Brooks ; Brian Panneton ; Simon Su

LEVERAGING COMPREHENSIVE DATA ANALYSIS TO INFORM PARALLEL HPC

WORKLOADS ................................................................................................................................................................ 3960 Matthew Dwyer ; Nicole Kaff ; Jacob Cohen ; Michael Frauenhoffer

DYNAMIC COLLABORATIVE VISUALIZATION ECOSYSTEM TO SUPPORT THE ANALYSIS

OF LARGE-SCALE DISPARATE DATA .................................................................................................................... 3968 Christopher Koehler ; Andrew Berger ; Raksha Rajashekar ; Thomas Wischgoll ; Simon Su

DETECTING NETWORK SOFT-FAILURES WITH THE NETWORK LINK OUTLIER FACTOR

(NLOF) ............................................................................................................................................................................. 3978 Christopher Mendoza ; Venkat Dasari ; Michael P. McGarry

VISUALIZATION TECHNIQUES FOR LARGE-SCALE MONTE CARLO SIMULATION ............................... 3984 Vincent Perry ; Wendy Gao ; Michael Chen ; J. Michael Barton ; Simon Su

HYBRID 2D AND 3D VISUAL ANALYTICS OF NETWORK SIMULATION DATA .......................................... 3992 Simon Su ; Vincent Perry ; Venkat Dasari

ON THE QUALITY OF CLASSIFICATION MODELS FOR INFERRING ABAC POLICIES

FROM ACCESS LOGS .................................................................................................................................................. 4000 Luca Cappelletti ; Stefano Valtolina ; Giorgio Valentini ; Marco Mesiti ; Elisa Bertino

TOWARDS A NEURAL-SYMBOLIC GENERATIVE POLICY MODEL............................................................... 4008 Daniel Cunnington ; Mark Law ; Alessandra Russo ; Elisa Bertino ; Seraphin Calo

ACCESS CONTROL MODEL EXTENSIONS TO SUPPORT DATA PRIVACY PROTECTION

BASED ON GDPR ........................................................................................................................................................... 4017 Maryam Davari ; Elisa Bertino

A POLICY-BASED APPROACH FOR MEASURING DATA QUALITY................................................................ 4025 K. Grueneberg ; S. Calo ; P. Dewan ; D. Verma ; Tristan O’Gorman

COUNTING DEVICES: REVISITING EXISTING APPROACHES IN TODAY’S SETTINGS ........................... 4032 Franck Le ; Enriquillo Valdez ; Pau-Chen Cheng

POLICY BASED ENSEMBLES FOR APPLYING ML ON BIG DATA ................................................................... 4038 D. Verma ; S. Calo ; E. Bertino ; A. Russo ; G. White

ENABLING PRIVACY POLICIES FOR MHEALTH STUDIES .............................................................................. 4045 Brian Wang ; Mani B. Srivastava

MINING TOP-UP TRANSACTIONS AND ONLINE CLASSIFIED ADS TO PREDICT URBAN

NEIGHBORHOODS SOCIOECONOMIC STATUS .................................................................................................. 4055 Eduardo Cruz ; Carmen Vaca ; Allan Avendaño

TOWARDS BUILDING EVACUATION PLANNING PLATFORM USING MULTIMODAL

TRANSPORTATION FOR A LARGE CROWD ......................................................................................................... 4063 Emad Felemban ; Faizan Ur Rehman ; Hassan Wadood ; Atif Naseer

BENCH4GIS: BENCHMARKING PRIVACY-AWARE GEOCODING WITH OPEN BIG DATA ...................... 4067 Daniel R. Harris ; Chris Delcher

SHORT PAPER: EVALUATION OF LOCATION ESTIMATION METHOD THAT FOCUSES ON

GEOGRAPHICAL PROXIMITY OF FRIENDS ......................................................................................................... 4071 Keisuke Ikeda ; Kazufumi Kojima ; Masahiro Tani

DECISION-MAKING SYSTEM FOR ROAD-RECOVERY CONSIDERING HUMAN MOBILITY

BY APPLYING DEEP Q-NETWORK .......................................................................................................................... 4075 Soo-Hyun Joo ; Yoshiki Ogawa ; Yoshihide Sekimoto

SHORT PAPER: USER IDENTIFICATION ACROSS ONLINE SOCIAL NETWORKS BASED ON

SIMILARITIES AMONG DISTRIBUTIONS OF FRIENDS’ LOCATIONS ........................................................... 4085 Kazufumi Kojima ; Keisuke Ikeda ; Masahiro Tani

MONITORING OF NATURAL DISASTERS THROUGH ANOMALY DETECTION ON MOBILE

PHONE DATA ................................................................................................................................................................. 4089 Aude Marzuoli ; Fengmei Liu

CO-LOCATION PATTERN MINING OF GEOSOCIAL DATA TO CHARACTERIZE URBAN

FUNCTIONAL SPACES ................................................................................................................................................ 4099 Arif Masrur ; Gautam Thakur ; Kevin Sparks ; Rachel Palumbo ; Donna J. Peuquet

BIGDATACUBE: A SCALABLE, FEDERATED SERVICE PLATFORM FOR COPERNICUS ......................... 4103 Dimitar Mišev ; Peter Baumann ; Dimitris Bellos ; Stefan Wiehle

ACCURATE SPATIAL MAPPING OF SOCIAL MEDIA DATA WITH PHYSICAL LOCATIONS ................... 4113 Mohit Mittal ; Panote Siriaraya ; Chonho Lee ; Yukiko Kawai ; Takashi Yoshikawa ; Shinji Shimojo

SPATIO-TEMPORAL CLASSIFICATION AT MULTIPLE RESOLUTIONS USING MULTI-VIEW

REGULARIZATION ...................................................................................................................................................... 4117 Guruprasad Nayak ; Rahul Ghosh ; Xiaowei Jia ; Varun Mithal ; Vipin Kumar

A DEMONSTRATION OF B-EAGLEV VISUALIZING MASSIVE POINT CLOUD DIRECTLY

FROM HDFS ................................................................................................................................................................... 4121 Minh Hieu Nguyen ; Sanghyun Yoon ; Sangyoon Park ; Joon Heo

DEMO PAPER: LARGE SCALE SPATIAL DATA PROCESSING WITH USER DEFINED

FILTERS IN BBOXDB ................................................................................................................................................... 4125 Jan Kristof Nidzwetzki ; Ralf Hartmut Güting

EULER++: IMPROVED SELECTIVITY ESTIMATION FOR RECTANGULAR SPATIAL

RECORDS ........................................................................................................................................................................ 4129 A. B. Siddique ; Ahmed Eldawy ; Vagelis Hristidis

CPSITRES: A COLLABORATIVE SYSTEM FOR ANALYSIS OF BIG DATA ON SEA ICE ............................. 4134 Vinit Veerendraveer Singh ; Scott Sorensen ; Chandra Kambhamettu

SEXTANT: A COMPUTATIONAL FRAMEWORK FOR SCALABLE AND EFFICIENT

CORRELATION OF SPATIO-TEMPORAL TRAJECTORIES ............................................................................... 4138 Brian Thompson ; Dave Cedel ; Jeremy Martin ; Kristen Snee ; Alex Cheung

PTOLEMAIC INDEXING FOR MANAGING AND QUERYING INTERNET OF THINGS (IOT)

DATA ................................................................................................................................................................................ 4148 Christian Beecks ; Fabian Berns ; Kjeld Willy Schmidt

A NEW APPROACH FOR EFFICIENT STRUCTURE DISCOVERY IN IOT ....................................................... 4152 Fabian Berns ; Kjeld Schmidt ; Alexander Grass ; Christian Beecks

EFFECTIVELY TESTING SYSTEM CONFIGURATIONS OF CRITICAL IOT ANALYTICS

PIPELINES ...................................................................................................................................................................... 4157 Morgan K. Geldenhuys ; Lauritz Thamsen ; Kain Kordian Gontarskay ; Felix Lorenz ; Odej Kao

DETECTING ERRORS IN SHORT-TERM ELECTRICITY DEMAND FORECAST USING

PEOPLE DYNAMICS .................................................................................................................................................... 4163 Guillaume Habault ; Yasutaka Nishimura ; Kiyohito Yoshihara ; Chihiro Ono

KENSOR: COORDINATED INTELLIGENCE FROM CO-LOCATED SENSORS ............................................... 4169 Olivera Kotevska ; Kalyan Perumalla ; Juan Lopez

TOWARDS AN INTERACTIVE VISUALIZATION FRAMEWORK FOR IOT DEVICE DATA

FLOW ............................................................................................................................................................................... 4175 Ebelechukwu Nwafor ; Habeeb Olufowobi

IOT BASED URBAN NOISE MONITORING IN DEEP LEARNING USING HISTORICAL

REPORTS ........................................................................................................................................................................ 4179 Sayed Khushal Shah ; Zeenat Tariq ; Yugyung Lee

SMART HOME IOT ANOMALY DETECTION BASED ON ENSEMBLE MODEL LEARNING

FROM HETEROGENEOUS DATA .............................................................................................................................. 4185 Sihai Tang ; Zhaochen Gu ; Qing Yang ; Song Fu

SPEECH EMOTION DETECTION USING IOT BASED DEEP LEARNING FOR HEALTH CARE ................. 4191 Zeenat Tariq ; Sayed Khushal Shah ; Yugyung Lee

ASSOCIATION MODEL BETWEEN VISUAL FEATURE AND AQI RANK USING LIFELOG

DATA ................................................................................................................................................................................ 4197 Phuong-Binh Vo ; Trong-Dat Phan ; Minh-Son Dao ; Koji Zettsu

AUTOMATIC HYPERPARAMETER TUNING METHOD FOR LOCAL OUTLIER FACTOR,

WITH APPLICATIONS TO ANOMALY DETECTION ............................................................................................ 4201 Zekun Xu ; Deovrat Kakde ; Arin Chaudhuri

COST-ADAPTIVE NEURAL NETWORKS FOR PEAK VOLUME PREDICTION WITH EMM

FILTERING ..................................................................................................................................................................... 4208 Bin Yu ; Giovanna Graciani ; Anderson Nascimento ; Juhua Hu

SCALABILITY ANALYSIS OF BLOCKCHAIN ON A SERVERLESS CLOUD ................................................... 4214 Alex Kaplunovich ; Karuna P. Joshi ; Yelena Yesha

PREDICTING TRANSACTION LATENCY WITH DEEP LEARNING IN PROOF-OF-WORK

BLOCKCHAINS ............................................................................................................................................................. 4223 Enrico Tedeschi ; Tor-Arne S. Nordmo ; Dag Johansen ; Håvard D. Johansen

AONT-NZZD: A SECURE AND EFFICIENT DISPERSAL SCHEME IN DISTRIBUTED

STORAGE SYSTEMS .................................................................................................................................................... 4232 Pengcheng Xie ; Hui Li ; Haiyang Yu ; Zequan Chen

SECURITY VALIDATION TESTING ENVIRONMENT IN THE CLOUD ............................................................ 4240 Cristian Bucur ; Eduard Babulak

THE IMPACT OF PREPROCESSING IN NATURAL LANGUAGE FOR OPEN SOURCE

INTELLIGENCE AND CRIMINAL INVESTIGATION ............................................................................................ 4248 Jan William Johnsen ; Katrin Franke

BASIC FORENSIC PROCEDURES FOR CYBER CRIME INVESTIGATION IN SMART GRID

NETWORKS .................................................................................................................................................................... 4255 Igor Kotsiuba ; Inna Skarga-Bandurova ; Alkiviadis Giannakoulias ; Oksana Bulda

TECHNIQUE FOR FINDING AND INVESTIGATING THE STRONGEST COMBINATIONS OF

CYBERATTACKS ON SMART GRID INFRASTRUCTURE ................................................................................... 4265 Igor Kotsiuba ; Inna Skarga-Bandurova ; Alkiviadis Giannakoulias ; Mykhailo Chaikin ; Aleksandar Jevremovic

DEEP IN THE DARK: A NOVEL THREAT DETECTION SYSTEM USING DARKNET TRAFFIC ................. 4273 Sanjay Kumar ; Harald Vranken ; Joost Van Dijk ; Timo Hamalainen

PACE: PLATFORM FOR ANDROID MALWARE CLASSIFICATION AND PERFORMANCE

EVALUATION ................................................................................................................................................................ 4280 Ajit Kumar ; Vinti Agarwal ; Shishir K. Shandilya ; Andrii Shalaginov ; Saket Upadhyay ; Bhawna Yadav

DETECTION OF FRAUDULENT BEHAVIOR USING THE COMBINED ALGEBRAIC AND

MACHINE LEARNING APPROACH .......................................................................................................................... 4289 Oleksandr Letychevskyi ; Tetiana Polhul

COMPARATIVE STUDY OF WEAR-LEVELING IN SOLID-STATE DRIVE WITH NTFS FILE

SYSTEM ........................................................................................................................................................................... 4294 Ashar Neyaz ; Bing Zhou ; Narasimha Karpoor

DETECTING WEB SPAM IN WEBGRAPHS WITH PREDICTIVE MODEL ANALYSIS .................................. 4299 Naw Safrin Sattar ; Shaikh Arifuzzaman ; Minhaz F. Zibran ; Md Mohiuddin Sakib

CYBERCRIME INVESTIGATIONS IN THE ERA OF SMART APPLICATIONS: WAY

FORWARD THROUGH BIG DATA ............................................................................................................................ 4309 Andrii Shalaginov ; Igor Kotsiuba ; Asif Iqbal

FORECASTING OF TRENDS IN LEGAL SPEND MANAGEMENT ...................................................................... 4315 Pragati Awasthi ; Jerzy Bala ; Sebastian Carter

EXPERIMENTAL EVALUATION OF CNN PARAMETERS FOR TEXT CATEGORIZATION IN

LEGAL DOCUMENT REVIEW ................................................................................................................................... 4320 Qian Han ; Yufeng Kou ; Derek Snaidauf

IMAGE ANALYTICS FOR LEGAL DOCUMENT REVIEW : A TRANSFER LEARNING

APPROACH ..................................................................................................................................................................... 4325 Nathaniel Huber-Fliflet ; Fusheng Wei ; Haozhen Zhao ; Han Qin ; Shi Ye ; Amy Tsang

NORMALISATION OF SWIFT MESSAGE COUNTERPARTIES WITH FEATURE

EXTRACTION AND CLUSTERING ............................................................................................................................ 4329 Thanasis Schoinas ; Benjamin Guinard ; Diba Esbati ; Richard Chalk

QUALITATIVE MAPPING MODELING OF CRIMINALS’ SENSE OF SECURITY IN THEFT

CASES .............................................................................................................................................................................. 4337 Yajie Su ; Hao Lu ; Hongzhou Zhang

JAPANESE MISTAKABLE LEGAL TERM CORRECTION USING INFREQUENCY-AWARE

BERT CLASSIFIER ........................................................................................................................................................ 4342 Takahiro Yamakoshi ; Takahiro Komamizu ; Yasuhiro Ogawa ; Katsuhiko Toyama

SUPERVISED KEY TERMS CLUSTERING FOR REGULATORY MONITORING ............................................ 4352 Yong Zou ; Andrew Pat Waldo

FAILING & !FALLING (F&!F): LEARNING TO CLASSIFY ACCIDENTS AND INCIDENTS IN

AIRCRAFT DATA .......................................................................................................................................................... 4357 Jarrod Carson ; Kane Hollingsworth ; Rituparna Datta ; Aviv Segev

PRESCRIPTIVE EQUIPMENT MAINTENANCE: A FRAMEWORK ................................................................... 4366 Suresh Choubey ; Ryan Benton ; Tom Johnsten

MACHINE LEARNING USE CASES FOR SMART MANUFACTURING KPIS ................................................... 4375 Sandeep Jeereddy ; Ken Kennedy ; Eddie Duffy ; Annie Walker ; Bennie Vorster

SPATIOTEMPORAL REAL-TIME ANOMALY DETECTION FOR SUPERCOMPUTING

SYSTEMS ......................................................................................................................................................................... 4381 Qiao Kang ; Ankit Agrawal ; Alok Choudhary ; Alex Sim ; Kesheng Wu ; Rajkumar Kettimuthu ; Peter H. Beckman

; Zhengchun Liu ; Wei-Keng Liao

FORECASTING CROSS-BORDER POWER EXCHANGES THROUGH AN HVDC LINE USING

DYNAMIC MODELLING ............................................................................................................................................. 4390 Sylvie Koziel ; Patrik Hilber ; Per Westerlund ; Ebrahim Shayesteh

APPLICATION OF MACHINE LEARNING AND SPATIAL BOOTSTRAPPING TO IMAGE

PROCESSING FOR PREDICTIVE MAINTENANCE ............................................................................................... 4395 Vikram Krishnamurthy ; Kusha Nezafati ; Vikrant Singh

SELF-SUPERVISED MULTI-STAGE ESTIMATION OF REMAINING USEFUL LIFE FOR

ELECTRIC DRIVE UNITS ............................................................................................................................................ 4402 Ivan Melendez ; Rolando Doelling ; Oliver Bringmann

DATA IMPUTATION METHOD BASED ON PROGRAMMING BY EXAMPLE: APREP-S .............................. 4412 Hiroko Nagashima ; Yuka Kato

WIND TURBINE OPERATIONAL STATE PREDICTION: TOWARDS FEATURELESS, END-TO-

END PREDICTIVE MAINTENANCE .......................................................................................................................... 4422 Adrian Stetco ; Anees Mohammed ; Siniša Djurovic ; Goran Nenadic ; John Keane

SUBJECT-ORIENTED DATA RETRIEVAL AND ANALYSIS ON SINA WEIBO ................................................ 4431 Dan Chia-Tien Lo ; Charles Garnder ; Pascal Paschos ; Chung Ng

SEASONALITY-ADJUSTED CONCEPTUAL-RELEVANCY-AWARE RECOMMENDER

SYSTEM IN ONLINE GROCERIES ............................................................................................................................ 4435 Luyi Ma ; Jason H. D. Cho ; Sushant Kumar ; Kannan Achan

PURCHASE PREDICTION IN FREE ONLINE GAMES VIA SURVIVAL ANALYSIS ....................................... 4444 Wanshan Yang ; Ting Huang ; Junlin Zeng ; Yan Tang ; Lijun Chen ; Shivakant Mishra ; Youjian Eugene Liu

AN ENERGY-EFFICIENT RECONFIGURABLE LSTM ACCELERATOR FOR NATURAL

LANGUAGE PROCESSING.......................................................................................................................................... 4450 Elham Azari ; Sarma Vrudhula

EXPLORATION OF OPENCL 2D CONVOLUTION KERNELS ON INTEL FPGA, CPU, AND GPU

PLATFORMS .................................................................................................................................................................. 4460 Zheming Jin ; Hal Finkel

A CASE STUDY OF K-MEANS CLUSTERING USING SYCL ................................................................................ 4466 Zheming Jin ; Hal Finkel

BAYESIAN-BASED HYPERPARAMETER OPTIMIZATION FOR SPIKING NEUROMORPHIC

SYSTEMS ......................................................................................................................................................................... 4472 Maryam Parsa ; J. Parker Mitchell ; Catherine D. Schuman ; Robert M. Patton ; Thomas E. Potok ; Kaushik Roy

EVOLVING ENERGY EFFICIENT CONVOLUTIONAL NEURAL NETWORKS ............................................... 4479 Steven R. Young ; Pravallika Devineni ; Maryam Parsa ; J. Travis Johnston ; Bill Kay ; Robert M. Patton ;

Catherine D. Schuman ; Derek C. Rose ; Thomas E. Potok

QUANTUM GROVER SEARCH-BASED OPTIMIZATION FOR INNOVATIVE MATERIAL

DISCOVERY ................................................................................................................................................................... 4486 Sima Esfandiarpour Borujeni ; Ramkumar Harikrishnakumar ; Saideep Nannapaneni

LEARNING TO PREDICT MATERIAL STRUCTURE FROM NEUTRON SCATTERING DATA ................... 4490 Cristina Garcia-Cardona ; Ramakrishnan Kannan ; Travis Johnston ; Thomas Proffen ; Katharine Page ; Sudip K.

Seal

VISUALIZATION SYSTEM FOR EVOLUTIONARY NEURAL NETWORKS FOR DEEP

LEARNING ...................................................................................................................................................................... 4498 Junghoon Chae ; Catherine D. Schuman ; Steven R. Young ; J. Travis Johnston ; Derek C. Rose ; Robert M. Patton

; Thomas E. Potok

CLUSTERED LATENT DIRICHLET ALLOCATION FOR SCIENTIFIC DISCOVERY .................................... 4503 Christopher Gropp ; Alexander Herzog ; Ilya Safro ; Paul W. Wilson ; Amy W. Apon

REALISTIC TRANSPORT SIMULATION: TACKLING THE SMALL DATA CHALLENGE

WITH OPEN DATA ........................................................................................................................................................ 4512 Guimu Guo ; Jalal Majed Khalil ; Da Yan ; Virginia Sisiopiku

MACHINE LEARNING FOR PREDICTION OF MID TO LONG TERM HABITUAL

TRANSPORTATION MODE USE ................................................................................................................................ 4520 Alina Lazar ; Alexandra Ballow ; Ling Jin ; C. Anna Spurlock ; Alexander Sim ; Kesheng Wu

UNDERSTANDING DATA SIMILARITY IN LARGE-SCALE SCIENTIFIC DATASETS .................................. 4525 Payton Linton ; William Melodia ; Alina Lazar ; Deborah Agarwal ; Ludovico Bianchi ; Devarshi Ghoshal ;

Gilberto Pastorello ; Lavanya Ramakrishnan ; Kesheng Wu

DETECTING DEPENDENCY BETWEEN DISCRETE RANDOM VARIABLES AND

APPLICATION ............................................................................................................................................................... 4532 Edgar Llamas ; Ivan Garcia ; Andres Mendez

EXPLORATION OF WORKFLOW MANAGEMENT SYSTEMS EMERGING FEATURES FROM

USERS PERSPECTIVES ............................................................................................................................................... 4537 Ryan Mitchell ; Loic Pottier ; Steve Jacobs ; Rafael Ferreira Da Silva ; Mats Rynge ; Karan Vahi ; Ewa Deelman

EMPOWERING AGROECOSYSTEM MODELING WITH HTC SCIENTIFIC WORKFLOWS:

THE CYCLES MODEL USE CASE .............................................................................................................................. 4545 Rafael Ferreira Da Silva ; Rajiv Mayani ; Yuning Shi ; Armen R. Kemanian ; Mats Rynge ; Ewa Deelman

EVALUATING SCIENTIFIC WORKFLOW ENGINES FOR DATA AND COMPUTE INTENSIVE

DISCOVERIES ................................................................................................................................................................ 4553 Rina Singh ; Jeffrey A. Graves ; Valentine Anantharaj ; Sreenivas R. Sukumar

INFORMATION EXTRACTION FROM CANCER PATHOLOGY REPORTS WITH GRAPH

CONVOLUTION NETWORKS FOR NATURAL LANGUAGE TEXTS ................................................................. 4561 Hong-Jun Yoon ; John Gounley ; M. Todd Young ; Georgia Tourassi

HUMAN-MACHINE INFORMATION EXTRACTION SIMULATOR FOR BIOLOGICAL

COLLECTIONS .............................................................................................................................................................. 4565 Icaro Alzuru ; Aditi Malladi ; Andréa Matsunaga ; Maurício Tsugawa ; Fortes José A. B.

WATAPI: COMPOSING WEB API SPECIFICATION FROM API DOCUMENTATIONS

THROUGH AN INTELLIGENT AND INTERACTIVE ANNOTATION TOOL .................................................... 4573 Mehdi Bahrami ; Wei-Peng Chen

ANALYSING SOCIAL MEDIA AS A HYBRID TOOL TO DETECT AND INTERPRET LIKELY

RADICAL BEHAVIOURAL TRAITS FOR NATIONAL SECURITY ..................................................................... 4579 Pedro Cardénas ; Boguslaw Obara ; Georgios Theodoropoulos ; Ibad Kureshi

CLUSTERCLEAN: A WEAK SEMI-SUPERVISED APPROACH FOR CLEANING DATA

LABELS ........................................................................................................................................................................... 4589 Kyriaki Dimitriadou ; Rahul Manghwani ; Timothy C. Hoad

INCENTIVE DESIGN FOR CROWDSOURCED DEVELOPMENT OF SELECTIVE AI FOR

HUMAN AND MACHINE DATA PROCESSING: A CASE STUDY ........................................................................ 4596 Masafumi Hayashi ; Masaki Kobayashi ; Masaki Matsubara ; Toshiyuki Amagasa ; Atsuyuki Morishima

DISAMBIGUATION AND ERROR RESOLUTION IN CALL TRANSCRIPTS..................................................... 4602 Jordan Hosier ; Vijay K. Gurbani ; Neil Milstead

COLLABORATIVE WORKFLOW FOR ANALYZING LARGE-SCALE DATA FOR

ANTIMICROBIAL RESISTANCE: AN EXPERIENCE REPORT ........................................................................... 4608 Pei-Yu Hou ; Jing Ao ; Andrew Rindos ; Shivaramu Keelara ; Paula J. Fedorka-Cray ; Rada Chirkova

ESTABLISHMENT OF WORK-FLOW FOR ROOF DAMAGE DETECTION UTILIZING

DRONES, HUMAN AND AI BASED ON HUMAN-IN-THE-LOOP FRAMEWORK ............................................. 4618 Munenari Inoguchi ; Keiko Tamura ; Ryota Hamamoto

A MICROTASK APPROACH TO IDENTIFYING INCOMPREHENSION FOR FACILITATING

PEER LEARNING .......................................................................................................................................................... 4624 Hinako Izumi ; Masaki Matsubara ; Chiemi Watanabe ; Atsuyuki Morishima

ACTIVE LEARNING WITHOUT UNLABELED SAMPLES: GENERATING QUESTIONS AND

LABELS USING MONTE CARLO TREE SEARCH .................................................................................................. 4628 Sathish K. Sankarpandi ; Spyros Samothrakis ; Luca Citi ; Peter Brady

SUPER LONG INTERVAL TIME-LAPSE IMAGE GENERATION FOR PROACTIVE

PRESERVATION OF CULTURAL HERITAGE USING CROWDSOURCING .................................................... 4632 Hidehiko Shishido ; Hansung Kim ; Itaru Kitahara

EXPLAINABLE RECOMMENDATION USING REVIEW TEXT AND A KNOWLEDGE GRAPH .................. 4638 Takafumi Suzuki ; Satoshi Oyama ; Masahito Kurihara

MISINFORMATION HARMS DURING CRISES: WHEN THE HUMAN AND MACHINE LOOPS

INTERACT ...................................................................................................................................................................... 4644 Thi Tran ; Paul Rad ; Rohit Valecha ; H. Raghav Rao

ACTIVE LEARNING STRATEGIES FOR HIERARCHICAL LABELING MICROTASKS ............................... 4647 Kousuke Uo ; Masaki Kobayashi ; Masaki Matsubara ; Yukino Baba ; Atsuyuki Morishima

EXTRACTING EXPLAINABLE DEEP REPRESENTATION FOR MACHINE TUTORING ............................. 4651 Ming-Chen Wang ; Vahid Golderzahi ; Hsing-Kuo Pao

TOWARDS QUALITY ASSESSMENT OF CROWDWORKER OUTPUT BASED ON

BEHAVIORAL DATA .................................................................................................................................................... 4659 Shigeaki Yuasa ; Takumi Nakai ; Takanori Maruichi ; Manuel Landsmann ; Koichi Kise ; Masaki Matsubara ;

Atsuyuki Morishima

OPEN-SOURCE INNOVATION IN PRACTICE: A LEAN-BASED DEVELOPMENT PROCESS

LEVERAGING OPEN-SOURCE BIG DATA TOOLS ............................................................................................... 4662 Silvio Alonso ; Marx Viana ; Elder Cirilo ; Paulo Alencar ; Carlos Lucena

USING SYNTHETIC DATA GENERATORS TO PROMOTE OPEN SCIENCE IN HIGHER

EDUCATION LEARNING ANALYTICS .................................................................................................................... 4672 Mohsen Dorodchi ; Erfan Al-Hossami ; Aileen Benedict ; Elise Demeter

SANKHYA: AN UNBIASED BENCHMARK FOR BANGLA HANDWRITTEN DIGITS

RECOGNITION .............................................................................................................................................................. 4676 Aminul Islam ; Fuad Rahman ; Akm Shahariar Azad Rabby

USING COLLABORATIVE OPEN SCIENCE TO ADVANCE K-12 COMPUTING EDUCATION .................... 4684 Monica M. McGill

IENVIRONMENT: PERSPECTIVES ON METADATA-ORIENTED TESTING OF RESEARCH

SOFTWARE .................................................................................................................................................................... 4687 Doug Mulholland ; Paulo Alencar ; Donald Cowan

CODE CONVENTION ADHERENCE IN RESEARCH DATA INFRASTRUCTURE SOFTWARE:

AN EXPLORATORY STUDY ....................................................................................................................................... 4691 Michael Smit

VOLENTI NON FIT INJURIA: RANSOMWARE AND ITS VICTIMS ................................................................... 4701 Amir Atapour-Abarghouei ; Stephen Bonner ; Andrew Stephen McGough

IDENTIFYING ANDROID MALWARE FAMILIES USING ANDROID-ORIENTED METRICS ...................... 4708 William Blanc ; Lina G. Hashem ; Karim O. Elish ; M. J. Hussain Almohri

MODELING AND FORECASTING ARMED CONFLICT: AUTOML WITH HUMAN-GUIDED

MACHINE LEARNING ................................................................................................................................................. 4714 Vito D’Orazio ; James Honaker ; Raman Prasady ; Michael Shoemate

ONLINE HATE: A STUDY ON THE FEASIBILITY TO DETECT HATE SPEECH IN SWEDISH ................... 4724 Johan Fernquist ; Oskar Lindholm ; Lisa Kaati ; Nazar Akrami

CLASS BALANCING FOR FRAUD DETECTION IN POINT OF SALE SYSTEMS ............................................ 4730 Christine Hines ; Abdou Youssef

A LOCATION INDEPENDENT MACHINE LEARNING APPROACH FOR EARLY FAKE NEWS

DETECTION ................................................................................................................................................................... 4740 Haohui Liu

IOCMINER: AUTOMATIC EXTRACTION OF INDICATORS OF COMPROMISE FROM

TWITTER ........................................................................................................................................................................ 4747 Amirreza Niakanlahiji ; Lida Safarnejad ; Reginald Harper ; Bei-Tseng Chu

PRAT - A TOOL FOR ASSESSING RISK IN WRITTEN COMMUNICATION .................................................... 4755 Amendra Shrestha ; Lisa Kaati ; Nazar Akrami

NETWORK EMBEDDING: ON COMPRESSION AND LEARNING ...................................................................... 4763 Esra Akbas ; Mehmet Emin Aktas

DISTRIBUTED COMMUNITY DETECTION IN LARGE NETWORKS USING AN

INFORMATION-THEORETIC APPROACH ............................................................................................................. 4773 Md Abdul Motaleb Faysal ; Shaikh Arifuzzaman

A SCALABLE GRAPH ANALYTICS FRAMEWORK FOR PROGRAMMING WITH BIG DATA

IN R (PBDR) .................................................................................................................................................................... 4783 S. M. Shamimul Hasan ; Drew Schmidt ; Ramakrishnan Kannan ; Neena Imam

EFFICIENT SIMILARITY-BASED ALIGNMENT OF TEMPORALLY-SITUATED GRAPH

NODES WITH APACHE SPARK ................................................................................................................................. 4793 Hubert Naacke ; Ke Li ; Bernd Amann ; Olivier Curé

GRAPHEVO: CHARACTERIZING AND UNDERSTANDING SOFTWARE EVOLUTION USING

CALL GRAPHS ............................................................................................................................................................... 4799 Vijay Walunj ; Gharib Gharibi ; Duy H. Ho ; Yugyung Lee

COMPUTING COMPLEX GRAPH PROPERTIES WITH SQL QUERIES ............................................................ 4808 Xiantian Zhou ; Carlos Ordonez

PREDICTING POST-STROKE HOSPITAL DISCHARGE DISPOSITION USING

INTERPRETABLE MACHINE LEARNING APPROACHES .................................................................................. 4817 Jin Cho ; Alnour Alharin ; Zhen Hu ; Nancy Fell ; Mina Sartipi

RECURRENT NEURAL NETWORK BASED FEATURE SELECTION FOR HIGH

DIMENSIONAL AND LOW SAMPLE SIZE MICRO-ARRAY DATA .................................................................... 4823 Shanta Chowdhury ; Xishuang Dong ; Xiangfang Li

REINFORCEMENT LEARNING FRAMEWORK TO IDENTIFY CAUSE OF DISEASES -

PREDICTING ASTHMA ATTACK CASE .................................................................................................................. 4829 Quan Do ; Son Tran ; Alexa Doig

COMPUTER-AIDED CLINICAL SKIN DISEASE DIAGNOSIS USING CNN AND OBJECT

DETECTION MODELS ................................................................................................................................................. 4839 Xin He ; Shihao Wang ; Shaohuai Shi ; Zhenheng Tang ; Yuxin Wang ; Zhihao Zhao ; Jing Dai ; Ronghao Ni ;

Xiaofeng Zhang ; Xiaoming Liu ; Zhili Wu ; Wu Yu ; Xiaowen Chu

AUTOMATED MACHINE LEARNING FOR EEG-BASED CLASSIFICATION OF PARKINSON’S

DISEASE PATIENTS ..................................................................................................................................................... 4845 Milan Koch ; Victor Geraedts ; Hao Wang ; Martijn Tannemaat ; Thomas Bäck

TOWARDS EXPLAINABLE MELANOMA DIAGNOSIS: PREDICTION OF CLINICAL

INDICATORS USING SEMI-SUPERVISED AND MULTI-TASK LEARNING ..................................................... 4853 Seiya Murabayashi ; Hitoshi Iyatomi

STOCHASTIC GASTRIC IMAGE AUGMENTATION FOR CANCER DETECTION FROM X-

RAY IMAGES ................................................................................................................................................................. 4858 Hideaki Okamoto ; Quan Huu Cap ; Takakiyo Nomura ; Hitoshi Iyatomi ; Jun Hashimoto

EXPLOITING ANTI-MONOTONIC CONSTRAINTS IN MINING PALINDROMIC MOTIFS

FROM BIG GENOMIC DATA ...................................................................................................................................... 4864 Oluwafemi A. Sarumi ; Carson K. Leung

BAYESIAN NON-LINEAR SUPPORT VECTOR MACHINE FOR HIGH-DIMENSIONAL DATA

WITH INCORPORATION OF GRAPH INFORMATION ON FEATURES ........................................................... 4874 Wenli Sun ; Changgee Chang ; Qi Long

EXPLAINABLE DEEP LEARNING APPLIED TO UNDERSTANDING OPIOID USE DISORDER

AND ITS RISK FACTORS ............................................................................................................................................. 4883 T. Elizabeth Workman ; Yijun Shao ; Joel Kupersmith ; Friedhelm Sandbrink ; Joseph L. Goulet ; Nawar M. Shaar

; Christopher Spevak ; Cynthia Brandt ; Marc R. Blackman ; Qing Zeng-Treitler

DISCOVERING SUBLANGUAGES IN A LARGE CLINICAL CORPUS THROUGH

UNSUPERVISED MACHINE LEARNING AND INFORMATION GAIN .............................................................. 4889 T. Elizabeth Workman ; Guy Divita ; Qing Zeng-Treitler

NOISY SUBGRAPH ISOMORPHISMS ON MULTIPLEX NETWORKS ............................................................... 4899 Hui Jin ; Xie He ; Yanghui Wang ; Hao Li ; Andrea L. Bertozzi

FILTERING STRATEGIES FOR INEXACT SUBGRAPH MATCHING ON NOISY MULTIPLEX

NETWORKS .................................................................................................................................................................... 4906 Alexei Kopylov ; Jiejun Xu

APPLICATIONS OF STRUCTURAL EQUIVALENCE TO SUBGRAPH ISOMORPHISM ON

MULTICHANNEL MULTIGRAPHS ........................................................................................................................... 4913 Thien Nguyen ; Dominic Yang ; Yurun Ge ; Hao Li ; Andrea L. Bertozzi

MULTIPLEX GRAPH MATCHING MATCHED FILTERS ..................................................................................... 4921 Konstantinos Pantazis ; Daniel L. Sussman ; Youngser Park ; Carey E. Priebe ; Vince Lyzinski

GRAPH GENERATION WITH A FOCUSING LEXICON ........................................................................................ 4928 Mayanka Chandra Shekar ; Joseph A. Cottam

TOWARD FILAMENT SEGMENTATION USING DEEP NEURAL NETWORKS .............................................. 4932 Azim Ahmadzadeh ; Sushant S. Mahajan ; Dustin J. Kempton ; Rafal A. Angryk ; Shihao Ji

SOLAR EVENT TRACKING WITH DEEP REGRESSION NETWORKS: A PROOF OF

CONCEPT EVALUATION ............................................................................................................................................ 4942 Toqi Tahamid Sarker ; Juan M. Banda

AN APPLICATION OF SPATIO-TEMPORAL CO-OCCURRENCE ANALYSES FOR

INTEGRATING SOLAR ACTIVE REGION DATA FROM MULTIPLE REPORTING MODULES ................. 4950 Xumin Cai ; Berkay Aydin ; Manolis K. Georgoulis ; Rafal Angryk

UNDERSTANDING THE IMPACT OF STATISTICAL TIME SERIES FEATURES FOR FLARE

PREDICTION ANALYSIS ............................................................................................................................................. 4960 Maxwell Hostetter ; Azim Ahmadzadeh ; Berkay Aydin ; Manolis K. Georgoulis ; Dustin J. Kempton ; Rafal A.

Angryk

SOLAR PRE-FLARE CLASSIFICATION WITH TIME SERIES PROFILING ..................................................... 4967 Ruizhe Ma ; Azim Ahmadzadeh ; Soukaina Filali Boubrahimi ; Manolis K. Georgoulis ; Rafal A. Angryk

STREAMING TEMPORAL GRAPHS: SUBGRAPH MATCHING .......................................................................... 4977 Eric L. Goodman ; Dirk Grunwald

CONSIDERING THE BLACKBOX: AN INVESTIGATION OF OPTIMIZATION TECHNIQUES

WITH COMPLETELY BALANCED DATASETS OF PACKET TRAFFIC ........................................................... 4987 Bruce Hartpence ; Andres Kwasinski

ARE WE REALLY PROTECTED? AN INVESTIGATION INTO THE PLAY PROTECT SERVICE ............... 4997 Shinelle Hutchinson ; Bing Zhou ; Umit Karabiyik

INTELLIGENT FEATURE ENGINEERING FOR CYBERSECURITY ................................................................. 5005 Paul Maxwell ; Elie Alhajjar ; Nathaniel D. Bastian

AN EXTREMELY LIGHTWEIGHT APPROACH FOR DDOS DETECTION AT HOME

GATEWAYS .................................................................................................................................................................... 5012 Gabriel Mendonça ; Gustavo H. A. Santos ; Edmundo De Souza E Silva ; Rosa M. M. Leão ; Daniel S. Menasché ;

Don Towsley

THE EFFECTIVENESS OF EDGE CENTRALITY MEASURES FOR ANOMALY DETECTION..................... 5022 Candice Mitchell ; Rajeev Agrawal ; Joshua Parker

SECP2I: A SECURE MULTI-PARTY DISCOVERY OF PERSONALLY IDENTIFIABLE

INFORMATION (PII) IN STRUCTURED AND SEMI-STRUCTURED DATASETS ............................................ 5028 Amine Mrabet ; Mehdi Bentounsi ; Patrice Darmon

EXTRACTING RICH SEMANTIC INFORMATION ABOUT CYBERSECURITY EVENTS ............................. 5034 Taneeya Satyapanich ; Tim Finin ; Francis Ferraro

RNR: EXTRACTION OF VISUAL ATTRIBUTES FROM LARGE-SCALE FASHION DATASET ................... 5043 Sungjae Lee ; Yeonji Lee ; Junho Kim ; Kyungyong Lee

MULTI-VIEW SUBSPACE CLUSTERING BASED ON TENSOR SCHATTEN-P NORM .................................. 5048 Yongli Liu ; Xiaoqin Zhang ; Guiying Tang ; Di Wang

STRUCTURAL DICTIONARY LEARNING BASED ON NON-CONVEX SURROGATE OF L2,1

NORM FOR CLASSIFICATION .................................................................................................................................. 5056 Xiaoju Lu ; Guiying Tang ; Di Wang ; Xiaoqin Zhang ; Jingjing Zheng

SINGLE IMAGE DEHAZING VIA LIGHTWEIGHT MULTI-SCALE NETWORKS ........................................... 5062 Guiying Tang ; Li Zhao ; Runhua Jiang ; Xiaoqin Zhang

SEMANTIC CORRELATIONS LOSS: IMPROVING MODEL INTERPRETABILITY FOR

MULTI-CLASS CLASSIFICATION ............................................................................................................................. 5070 Xuezhi Tong ; Rui Wang ; Xiaochun Cao ; Wenqi Ren

SINGLE-IMAGE DEHAZING USING COLOR ATTENUATION PRIOR BASED ON HAZE-LINES ............... 5080 Qianru Wang ; Li Zhao ; Guiying Tang ; Hanli Zhao ; Xiaoqin Zhang

AUTOMATIC LANDMARK PLACEMENT FOR LARGE 3D FACIAL IMAGE DATASET .............................. 5088 Jerry Wang ; Shiaofen Fang ; Meie Fang ; Jeremy Wilson ; Noah Herrick ; Susan Walsh

ROBUST BASKETBALL PLAYER TRACKING BASED ON A HYBRID DETECTION

GROUPING FRAMEWORK FOR OVERLAPPING CAMERAS ............................................................................ 5094 Kuan-Hsien Wu ; Wan-Lun Tsai ; Tse-Yu Pan ; Min-Chun Hu

BANKNOTES SERIAL NUMBER CODING RECOGNITION ................................................................................. 5101 Ruru Xu ; Jungang An ; Liandeng Su ; Xinli Min

SCALABLE DOCUMENT IMAGE INFORMATION EXTRACTION WITH APPLICATION TO

DOMAIN-SPECIFIC ANALYSIS ................................................................................................................................. 5108 Yingbin Zheng ; Shuchen Kong ; Wanshan Zhu ; Hao Ye

WEIGHTED FOCUS-ATTENTION DEEP NETWORK FOR FINE-GRAINED IMAGE

CLASSIFICATION ......................................................................................................................................................... 5116 Cong Zou ; Rui Wang ; Xiaochun Cao ; Feixiao Lv

EXPLORING DIETARY INTAKE DATA COLLECTED BY FPQ USING UNSUPERVISED

LEARNING ...................................................................................................................................................................... 5126 Martin Gjoreski ; Stefan Kochev ; Nina Rešcic ; Matej Gregoric ; Tome Eftimov ; Barbara Koroušic Seljak

COMPARING SEMANTIC AND NUTRIENT VALUE SIMILARITIES OF RECIPES ........................................ 5131 Gordana Ispirova ; Tome Eftimov ; Barbara Koroušic Seljak

OPTIMIZATION OF ARABLE LAND USE TOWARDS MEAT-FREE AND CLIMATE-SMART

AGRICULTURE: A CASE STUDY IN FOOD SELF-SUFFICIENCY OF VIETNAM ........................................... 5140 Vladimir Kuzmanovski ; Daniel Ellehammer Larsen ; Christian Bugge Henriksen

USING DEEP LEARNING FOR FOOD AND BEVERAGE IMAGE RECOGNITION .......................................... 5149 Simon Mezgec ; Barbara Koroušic Seljak

THE STATE AND FUTURE OF SMART AGRICULTURE: INSIGHTS FROM MINING SOCIAL

MEDIA ............................................................................................................................................................................. 5152 Martinson Ofori ; Omar El-Gayar

PROMOTING METROLOGY IN FOOD AND NUTRITION: A POSITION PAPER ON

METROFOOD-RI AND ITS E-COMPONENT ........................................................................................................... 5162 Nives Ogrinc ; Barbara Koroušic Seljak ; Karl Presser ; Marga Ocke ; Iulia Iatco ; Claudia Zoani

QUALIFOOD: AN INTELLIGENT QUALITY FOOD EVALUATION USING LOGICAL

SATISFIABILITY REASONING ON SPARK ............................................................................................................. 5165 Salima Benbernou ; Mourad Ouziri

EXPLORING A STANDARDIZED LANGUAGE FOR DESCRIBING FOODS USING

EMBEDDING TECHNIQUES ....................................................................................................................................... 5172 Gorjan Popovski ; Bibek Paudel ; Tome Eftimov ; Barbara Koroušic Seljak

AOP: AN ANTI-OVERFITTING PRETREATMENT FOR PRACTICAL IMAGE-BASED PLANT

DIAGNOSIS ..................................................................................................................................................................... 5177 Takumi Saikawa ; Quan Huu Cap ; Satoshi Kagiwada ; Hiroyuki Uga ; Hitoshi Iyatomi

INFRASTRUCTURE FOR INNOVATIVE RESEARCH ON HEALTHY FOOD CHOICE,

PREPARATION AND CONSUMPTION: A POSITION PAPER ON THE RICHFIELDS PROJECT ................. 5183 Barbara Koroušic Seljak ; Krijn Popp ; Paul Finglas ; Lada Timotijevic ; Pieter Van’T Vee ; Karin Zimmerman

SEMI-AUTOMATIC CROWDSOURCING TOOL FOR ONLINE FOOD IMAGE COLLECTION

AND ANNOTATION ...................................................................................................................................................... 5186 Zeman Shao ; Runyu Mao ; Fengqing Zhu

FOOD WASTE ONTOLOGY: A FORMAL DESCRIPTION OF KNOWLEDGE FROM THE

DOMAIN OF FOOD WASTE ........................................................................................................................................ 5190 Riste Stojanov ; Tome Eftimov ; Hannah Pinchen ; Maria Traka ; Paul Finglas ; Drago Torkar ; Barbara

Koroušic Seljak

A COMPARABLE STUDY: INTRINSIC DIFFICULTIES OF PRACTICAL PLANT DIAGNOSIS

FROM WIDE-ANGLE IMAGES ................................................................................................................................... 5195 Katsumasa Suwa ; Quan Huu Cap ; Ryunosuke Kotani ; Hiroyuki Uga ; Satoshi Kagiwada ; Hitoshi Iyatomi

FROM DIKW PYRAMID TO GRAPH DATABASE: A TOOL FOR MACHINE PROCESSING OF

NUTRITIONAL EPIDEMIOLOGIC RESEARCH DATA ......................................................................................... 5202 Chen Yang ; Bernard De Baets ; Carl Lachat

IOT-BASED MULTI-VIEW MACHINE VISION SYSTEMS .................................................................................... 5206 Emmanuel A. Castillo ; Ali Ahmadinia

BLOCKCHAIN AND IOT FOR DELIVERY ASSURANCE ON SUPPLY CHAIN (BIDAS) ................................ 5213 Mehmet Demir ; Ozgur Turetken ; Alexander Ferwom

A MICROSERVICES PLATFORM FOR MONITORING AND ANALYSIS OF IOT TRAFFIC

DATA IN SMART CITIES ............................................................................................................................................. 5223 Antonio De Iasio ; Angelo Furno ; Lorenzo Goglia ; Eugenio Zimeo

IBFRAME: IOT DATA PROCESSING FRAMEWORK FOR INTELLIGENT BUILDING

MANAGEMENT ............................................................................................................................................................. 5233 Dongwoo Kwon ; Kisu Ok ; Youngmin Ji

CENTRALIZED TRUST SCHEME FOR CLUSTER ROUTING OF WIRELESS SENSOR

NETWORKS .................................................................................................................................................................... 5239 Yunfan Li ; Nesrine Berjab ; Hieu Hanh Le ; Haruo Yokota

DETECTING DOS ATTACK IN SMART HOME IOT DEVICES USING A GRAPH-BASED

APPROACH ..................................................................................................................................................................... 5249 Ramesh Paudel ; Timothy Muncy ; William Eberle

RF-MSIP: RADIO FREQUENCY MULTI-SOURCE INDOOR POSITIONING .................................................... 5259 Vishal Perekadan ; Tathagata Mukherjee ; Chaity Banerjee ; Eduardo Pasiliao

NON-INTRUSIVE BEHAVIOR AWARENESS FOR RESIDENTS OF A SMART HOUSE ................................. 5269 Guillermo Ramirez-Prado ; Bashar Barmada ; Veronica Liesaputra

RESILIENT ACTIVITIES TRACKING IN A SMART HOME USING ULTRASONIC SENSORS ..................... 5274 Kashyap Venkatesh ; Bashar Barmada ; Veronica Liesaputra ; Guillermo Ramirez-Prado

PRIVACY IN IOT BLOCKCHAINS: WITH BIG DATA COMES BIG RESPONSIBILITY ................................ 5282 Steven A. Wright

STOCK INDEX FORECASTING BY HIDDEN MARKOV MODELS WITH TRENDS

RECOGNITION .............................................................................................................................................................. 5292 Xiaoning Cui ; Wei Shang ; Fuxin Jiang ; Shouyang Wang

A CONVERSATIONAL USER INTERFACE FOR STOCK ANALYSIS ................................................................. 5298 Paula Lauren ; Paul Watta

WHAT MAKE A NETWORK NOVEL POPULAR? IMPLICATIONS FOR “QIDIAN.COM” ............................ 5306 Lu Liu ; Liangqiang Li ; Miyan Liao ; Liang Yang ; You Li

STUDY ON THE RELATIONSHIP BETWEEN HOUSE RENT AND PEOPLE CONGESTION BY

TIME IN TOKYO BASED ON MOBILE PHONE GPS DATA ................................................................................. 5313 Yinglan Qin ; Yuki Akiyama ; Yoshiki Ogawa ; Ryosuke Shibasaki ; Taisei Sato

INVENTORY COST CONTROL MODEL FOR FRESH PRODUCT RETAILERS BASED ON DQN ................ 5321 Ruoying Sun ; Peng Sun ; Jiahui Li ; Gang Zhao

NATURAL GAS PRICE PREDICTION WITH BIG DATA ...................................................................................... 5326 Yuanyuan Tang ; Qingmei Wang ; Wei Xu ; Mingming Wang ; Zhaowei Wang

THE RESEARCH ON CROSS-BORDER ONLINE SHOPPING TRANSACTION RISK BASED ON

ONLINE DATA ACCESS ............................................................................................................................................... 5331 Wang Cui ; Wang Xingfen ; Zhuang Wenying

TEMPORAL NEIGHBOURHOOD AGGREGATION: PREDICTING FUTURE LINKS IN

TEMPORAL GRAPHS VIA RECURRENT VARIATIONAL GRAPH CONVOLUTIONS .................................. 5336 Stephen Bonner ; Amir Atapour-Abarghouei ; Philip T Jackson ; John Brennan ; Ibad Kureshi ; Georgios

Theodoropoulos ; Andrew Stephen McGough ; Boguslaw Obara

CHARACTERIZATION AND GRAPH EMBEDDING OF WEIGHTED SOCIAL NETWORKS

THROUGH DIFFUSION WAVELETS ........................................................................................................................ 5346 Zhiliang Chen ; Junfeng Wu ; Huakang Li ; Guozi Sun

OPTIMIZING VARIATIONAL GRAPH AUTOENCODER FOR COMMUNITY DETECTION ........................ 5353 Jun Jin Choong ; Xin Liu ; Tsuyoshi Murata

PREDICTING ALZHEIMER’S DISEASE BY HIERARCHICAL GRAPH CONVOLUTION FROM

POSITRON EMISSION TOMOGRAPHY IMAGING ............................................................................................... 5359 Jiaming Guo ; Wei Qiu ; Xiang Li ; Xuandong Zhao ; Ning Guo ; Quanzheng Li

LEARNING RELEVANT MOLECULAR REPRESENTATIONS VIA SELF-ATTENTIVE GRAPH

NEURAL NETWORKS .................................................................................................................................................. 5364 Shoma Kikuchi ; Ichigaku Takigawa ; Satoshi Oyama ; Masahito Kurihara

A DYNAMIC FINANCIAL KNOWLEDGE GRAPH BASED ON REINFORCEMENT LEARNING

AND TRANSFER LEARNING ...................................................................................................................................... 5370 Rui Miao ; Xia Zhang ; Hongfei Yan ; Chong Chen

EXPLOITING GRAPH CONVOLUTIONAL NETWORKS FOR REPRESENTATION LEARNING

OF MOBILE APP USAGE ............................................................................................................................................. 5379 Keiichi Ochiai ; Naoki Yamamoto ; Takashi Hamatani ; Yusuke Fukazawa ; Takayasu Yamaguchi

GRAPH CLASSIFICATION WITH THE HYPERNETWORK, A MOLECULE INTERACTION

BASED EVOLUTIONARY ARCHITECTURE ........................................................................................................... 5384 Jose Segovia-Juarez ; Silvano Colombano ; Alex Flores-Mamani ; Daniel Hidalgo-Chavez ; Miguel Mejia-Puma

IMPROVED DEEP EMBEDDINGS FOR INFERENCING WITH MULTI-LAYERED GRAPHS ....................... 5394 Huan Song ; Jayaraman J. Thiagarajan

HETEROGENEOUS GRAPH MATCHING NETWORKS: APPLICATION TO UNKNOWN

MALWARE DETECTION ............................................................................................................................................. 5401 Shen Wang ; Philip S. Yu

TWO-STAGE FRAMEWORK FOR BIG SPATIAL DATA ANALYTICS TO SUPPORT DISASTER

RESPONSE ...................................................................................................................................................................... 5409 Xuan Hu ; Jie Gong ; Eduard Gibert Renard ; Manish Parashar

A COMPARISON OF DEEP LEARNING VEHICLE GROUP DETECTION IN SATELLITE

IMAGERY ....................................................................................................................................................................... 5419 J. Alex Hurt ; David Huangal ; Curt H. Davis ; Grant J. Scott

DECISION-LEVEL FUSION OF DNN OUTPUTS FOR IMPROVING FEATURE DETECTION

PERFORMANCE ON LARGE-SCALE REMOTE SENSING IMAGE DATASETS .............................................. 5428 Alan B. Cannaday II ; Raymond L. Chastain ; J. Alex Hurt ; Curt H. Davis ; Grant J. Scott ; A. J. Maltenfort

SCALING DEEP LEARNING-BASED ANALYSIS OF HIGH-RESOLUTION SATELLITE

IMAGERY WITH DISTRIBUTED PROCESSING .................................................................................................... 5437 Mai H. Nguyen ; Jiaxin Li ; Daniel Crawl ; Jessica Block ; Ilkay Altintas

NOVEL DEEP-LEARNING-BASED SPATIAL-SPECTRAL FEATURE EXTRACTION FOR

HYPERSPECTRAL REMOTE SENSING APPLICATIONS .................................................................................... 5444 Bishwas Praveen ; Vineetha Menon

REMOTE SENSING OBJECT LOCALIZATION WITH DEEP HETEROGENEOUS SUPERPIXEL

FEATURES ...................................................................................................................................................................... 5453 Alex Yang ; J. Alex Hurt ; Charlie T. Veal ; Grant J. Scott

SMART TRACKING OF INTERNAL LAYERS OF ICE IN RADAR DATA VIA MULTI-SCALE

LEARNING ...................................................................................................................................................................... 5462 Masoud Yari ; Maryam Rahnemoonfar ; John Paden ; Ibikunle Oluwanisola ; Lora Koenig ; Lynn Montgomery

ASYNCHRONOUS BLOCKCHAIN-BASED PRIVACY-PRESERVING TRAINING

FRAMEWORK FOR DISEASE DIAGNOSIS ............................................................................................................. 5469 Xuhui Chen ; Xufei Wang ; Kun Yang

PRIVACY-PRESERVING STATISTICAL ANALYSIS OF HEALTH DATA USING PAILLIER

HOMOMORPHIC ENCRYPTION AND PERMISSIONED BLOCKCHAIN .......................................................... 5474 Mahdi Ghadamyari ; Saeed Samet

STRUCTURING TIME SERIES DATA TO GAIN INSIGHT INTO AGENT BEHAVIOUR ................................ 5480 Najim Al-Baghdadi ; Wojciech Wisniewski ; David Lindsay ; Siân Lindsay ; Yuri Kalnishkan ; Chris Watkins

DIMENSLON ESTIMATION OF EQUITY MARKETS ............................................................................................ 5491 Nitish Bahadur ; Randy Paffenroth ; Kelum Gajamannage

EVALUATING SENTIMENT CLASSIFIERS FOR BITCOIN TWEETS IN PRICE PREDICTION

TASK ................................................................................................................................................................................ 5499 Ahmed M. Balfagih ; Vlado Keselj

PREDICTING THE DAILY NUMBER OF PAYMENT TRANSACTIONS IN THE LARGEST

BANK IN THE NETHERLANDS: APPLICATION TO BANKING DATA ............................................................. 5507 Maartje Corstjens ; Marzieh Bakhshandeh ; Pinar Kahraman ; Joost Bosman

DEEP LEARNING FOR THE PREDICTION OF STOCK MARKET TRENDS .................................................... 5513 Arvand Fazeli ; Sheridan Houghten

COSTOCK: A DEEPFM MODEL FOR STOCK MARKET PREDICTION WITH ATTENTIONAL

EMBEDDINGS ................................................................................................................................................................ 5522 Jieyun Huang ; Xi Zhang ; Binxing Fang

A SEMI-SUPERVISED APPROACH FOR IDENTIFICATION OF THE SECTIONS IN CHARGE

OF RFQ DOCUMENTS .................................................................................................................................................. 5532 Izumo Hidetaka ; Yiou Wang

PEER FIRM IDENTIFICATION USING WORD EMBEDDINGS ........................................................................... 5536 Taeyoung Kee

KRYPTOORACLE: A REAL-TIME CRYPTOCURRENCY PRICE PREDICTION PLATFORM

USING TWITTER SENTIMENTS ................................................................................................................................ 5544 Shubhankar Mohapatra ; Nauman Ahmed ; Paulo Alencar

DEAL OR NO DEAL: PREDICTING MERGERS AND ACQUISITIONS AT SCALE ......................................... 5552 Ryan Moriarty ; Howard Ly ; Ellie Lan ; Suzanne K. McIntosh

FINDX: A VERSATILE, LOW-RESOURCE APPROACH TO FINANCIAL WEBSITE

CLASSIFICATION ......................................................................................................................................................... 5559 Alissa Ostapenko ; Rodica Neamtu ; Frazer Anderson

A FRAMEWORK OF APPLYING KELLY STATIONARY INDEX TO STOCK TRADING IN

TAIWAN MARKET ........................................................................................................................................................ 5569 Jia-Hao Syu ; Mu-En Wu ; Jan-Ming Ho

STOCK PREDICTION USING DEEP LEARNING AND SENTIMENT ANALYSIS ............................................. 5573 Yichuan Xu ; Vlado Keselj

DEEP LEARNING APPROACHES FOR SENTIMENT ANALYSIS ON FINANCIAL

MICROBLOG DATASET .............................................................................................................................................. 5581 Savas Yildirim ; Dhanya Jothimani ; Can Kavaklioglu ; Ayse Basar

MULTI-VIEW, GENERATIVE, TRANSFER LEARNING FOR DISTRIBUTED TIME SERIES

CLASSIFICATION ......................................................................................................................................................... 5585 Sreyasee Das Bhattacharjee ; William J. Tolone ; Ashish Mahabal ; Mohammed Elshambakey ; Isaac Cho ;

Abdullah Al-Raihan Nayeem ; Junsong Yuan ; George Djorgovski

ON ONLINE HATE SPEECH DETECTION: EFFECTS OF NEGATED DATA CONSTRUCTION .................. 5595 Cheniki Abderrouaf ; Mourad Oussalah

DC2: A DIVIDE-AND-CONQUER ALGORITHM FOR LARGE-SCALE KERNEL LEARNING

WITH APPLICATION TO CLUSTERING ................................................................................................................. 5603 Ke Alexander Wang ; Xinran Bian ; Pan Liu ; Donghui Yan

ADVERTISER-ASSISTED BEHAVIORAL AD-TARGETING VIA DENOISED DISTRIBUTION

INDUCTION .................................................................................................................................................................... 5611 Kei Yonekawa ; Hao Niu ; Mori Kurokawa ; Arei Kobayashi ; Daichi Amagata ; Takuya Maekawa ; Takahiro

Hara

DECODER TRANSFER LEARNING FOR PREDICTING PERSONAL EXPOSURE TO AIR

POLLUTION ................................................................................................................................................................... 5620 Peijiang Zhao ; Koji Zettsu

LEARNING AND RECOGNIZING ARCHEOLOGICAL FEATURES FROM LIDAR DATA ............................ 5630 Conrad M Albrecht ; Chris Fisher ; Marcus Freitag ; Hendrik F Hamann ; Sharathchandra Pankanti ; Florencia

Pezzutti ; Francesca Rossi

N-DIMENSIONAL GEOSPATIAL DATA AND ANALYTICS FOR CRITICAL

INFRASTRUCTURE RISK ASSESSMENT ................................................................................................................ 5637 Levente J Klein ; Conrad M Albrecht ; Wang Zhou ; Carlo Siebenschuh ; Sharathchandra Pankanti ; Hendrik F

Hamann ; Siyuan Lu

EFFICIENT LIDAR POINT CLOUD DATA ENCODING FOR SCALABLE DATA

MANAGEMENT WITHIN THE HADOOP ECO-SYSTEM ...................................................................................... 5644 Anh Vu Vo ; Chamin Nalinda Lokugam Hewage ; Gianmarco Russo ; Neel Chauhan ; Debra F. Laefer ; Michela

Bertolotto ; Nhien-An Le-Khac ; Ulrich Oftendinger

DEFENSE-POINTNET: PROTECTING POINTNET AGAINST ADVERSARIAL ATTACKS ........................... 5654 Yu Zhang ; Gongbo Liang ; Tawfiq Salem ; Nathan Jacobs

STREAMING MACHINE LEARNING ALGORITHMS WITH BIG DATA SYSTEMS ....................................... 5661 Vibhatha Abeykoon ; Supun Kamburugamuve ; Kannan Govindrarajan ; Pulasthi Wickramasinghe ; Chathura

Widanage ; Niranda Perera ; Ahmet Uyar ; Gurhan Gunduz ; Selahattin Akkas ; Gregor Von Laszewski

A FAST VIDEO IMAGE DETECTION USING TENSORFLOW MOBILE NETWORKS FOR

RACING CARS ............................................................................................................................................................... 5667 Selahattin Akkas ; Sahaj Singh Maini ; Judy Qiu

DEEPLITE: REAL-TIME DEEP LEARNING FRAMEWORK FOR NEIGHBORHOOD

ANALYSIS ....................................................................................................................................................................... 5673 Duy H. Ho ; Raj Marri ; Sirisha Rella ; Yugyung Lee

BENCHMARKING DEEP LEARNING FOR TIME SERIES: CHALLENGES AND DIRECTIONS .................. 5679 Xinyuan Huang ; Geoffrey C. Fox ; Sergey Serebryakov ; Ankur Mohan ; Pawel Morkisz ; Debojyoti Dutta

MATRICS: A SYSTEM FOR HUMAN-MACHINE HYBRID FORECASTING OF

GEOPOLITICAL EVENTS ........................................................................................................................................... 5683 David J. Huber ; Nigel Stepp ; Aruna Jammalamadaka ; Tiffany Kim ; Sam Johnson ; Dana Warmsley ; Tsai-

Ching Lu

PERFORMANCE CHARACTERIZATION AND MODELING OF SERVERLESS AND HPC

STREAMING APPLICATIONS .................................................................................................................................... 5688 Andre Luckow ; Shantenu Jha

ADAPTIVE HOEFFDING TREE WITH TRANSFER LEARNING FOR STREAMING

SYNCHROPHASOR DATA SETS ................................................................................................................................ 5697 Zakaria El Mrabet ; Daisy Flora Selvaraj ; Prakash Ranganathan

ADVERSARIAL TRAINING FOR PRIVACY-PRESERVING DEEP LEARNING MODEL

DISTRIBUTION .............................................................................................................................................................. 5705 Mohammed Alawad ; Shang Gao ; Xiao-Cheng Wu ; Eric B. Durbin ; Linda Coyle ; Lynne Penberthy ; Georgia

Tourassi

ANONYMOUS PRIVACY-PRESERVING SCHEME FOR BIG DATA OVER THE CLOUD .............................. 5711 Zeyad A. Al-Odat ; Samee U. Khan

DISTRIBUTED CONSENSUS REDUCED SUPPORT VECTOR MACHINE ......................................................... 5718 Hsiang-Hsuan Chen ; Yuh-Jye Lee

DEEP NEURAL NETWORKS AS SIMILITUDE MODELS FOR SHARING BIG DATA .................................... 5728 Philip Derbeko ; Shlomi Dolev ; Ehud Gudes

PRIVACY AND SECURITY OF BIG DATA IN AI SYSTEMS: A RESEARCH AND STANDARDS

PERSPECTIVE ............................................................................................................................................................... 5737 Saharnaz Dilmaghani ; Matthias R. Brust ; Grégoire Danoy ; Natalia Cassagnes ; Johnatan Pecero ; Pascal

Bouvry

AN IDENTITY PRIVACY PRESERVING IOT DATA PROTECTION SCHEME FOR CLOUD

BASED ANALYTICS ...................................................................................................................................................... 5744 Christian Gehrmann ; Martin Gunnarsson

KRATOS: A SECURE, AUTHENTICATED AND PUBLICLY VERIFIABLE SYSTEM FOR

EDUCATIONAL DATA USING THE BLOCKCHAIN .............................................................................................. 5754 Velislava Hillman ; Varunram Ganesh

UTILITY AND PRIVACY ASSESSMENTS OF SYNTHETIC DATA FOR REGRESSION TASKS ................... 5763 Markus Hittmeir ; Andreas Ekelhart ; Rudolf Mayer

RIBS: RISKY BLIND-SPOTS FOR ATTACK CLASSIFICATION MODELS ....................................................... 5773 Mikel Joaristi ; Arthur Putnam ; Alfredo Cuzzocrea ; Edoardo Serra

THE ANTI-DATA-MINING (ADM) FRAMEWORK - BETTER PRIVACY ON ONLINE SOCIAL

NETWORKS AND BEYOND ........................................................................................................................................ 5780 Shah Mahmood

DROID-NNET: DEEP LEARNING NEURAL NETWORK FOR ANDROID MALWARE

DETECTION ................................................................................................................................................................... 5789 Mohammad Masum ; Hossain Shahriar

PRIVACY-PRESERVING TOP-K DOMINATING QUERIES IN DISTRIBUTED MULTI-PARTY

DATABASES ................................................................................................................................................................... 5794 Mahboob Qaosar ; Kazi Md. Rokibul Alam ; Chen Li ; Yasuhiko Morimoto

IMPROVING K-NEAREST NEIGHBOR PATTERN RECOGNITION MODELS FOR PRIVACY-

PRESERVING DATA ANALYSIS ................................................................................................................................ 5804 Walisa Romsaiyud ; Henning Schnoor ; Wilhelm Hasselbring

EXPERIENTIAL LEARNING: CASE STUDY-BASED PORTABLE HANDS-ON REGRESSION

LABWARE FOR CYBER FRAUD PREDICTION ..................................................................................................... 5814 Hossain Shahriar ; Michael Whitman ; Dan Chia-Tien Lo ; Fan Wu ; Cassandra Thomas ; Alfredo Cuzzocrea

LOCAL DIFFERENTIAL PRIVACY WITH K-ANONYMOUS FOR FREQUENCY ESTIMATION ................. 5819 Dan Zhao ; Hong Chen ; Suyun Zhao ; Xiaoying Zhang ; Cuiping Li ; Ruixuan Liu

A DEEP LEAMING MODEL WITH MULTI-SCALE SKIP CONNECTIONS FOR SOLAR FLARE

PREDICTION COMBINED WITH PRIOR INFORMATION .................................................................................. 5829 Tian Han ; Qinke Peng ; Yiqing Shen ; Haozhou Li ; Yan Gu

WINDOW-BASED FEATURE EXTRACTION METHOD USING XGBOOST FOR TIME SERIES

CLASSIFICATION OF SOLAR FLARES ................................................................................................................... 5836 Dan McGuire ; Renan Sauteraud ; Vishal Midya

SOLAR FLARE PREDICTION USING TWO-TIER ENSEMBLE WITH DEEP LEARNING AND

GRADIENT BOOSTING MACHINE ........................................................................................................................... 5844 Chau Pham ; Vung Pham ; Tommy Dang

AN APPROACH FOR SCALE SUSPICIOUS NETWORK EVENTS DETECTION .............................................. 5854 Cong Dong ; Yufan Chen ; Yunjian Zhang ; Bo Jiang ; Dongxu Han ; Baoxu Liu

AUTOMATED EVENT PRIORITIZATION FOR SECURITY OPERATION CENTER USING

DEEP LEARNING .......................................................................................................................................................... 5864 Nitika Gupta ; Issa Traore ; Paulo Magella Faria De Quinan

SUSPICIOUS NETWORK EVENT RECOGNITION USING MODIFIED STACKING ENSEMBLE

MACHINE LEARNING ................................................................................................................................................. 5873 Angus F. M. Huang ; Yang Chi-Wei ; Hsiao-Chi Tai ; Yang Chuan ; Jay J. C. Huang ; Yu-Han Liao

IEEE BIGDATA 2019 CUP: SUSPICIOUS NETWORK EVENT RECOGNITION ................................................ 5881 Andrzej Janusz ; Daniel Kaluza ; Agnieszka Chadzynska-Krasowska ; Bartek Konarski ; Joel Holland ; Dominik

Slezak

AN APRIORI-BASED DATA ANALYSIS ON SUSPICIOUS NETWORK EVENT RECOGNITION ................. 5888 Zhiwen Jian ; Hiroshi Sakai ; Junzo Watada ; Arunava Roy ; M Hilmi B Hassan

NAIVE TRANSFER LEARNING APPROACHES FOR SUSPICIOUS EVENT PREDICTION ........................... 5897 Chang Lin

APPLICATION OF XGBOOST TO THE CYBER-SECURITY PROBLEM OF DETECTING

SUSPICIOUS NETWORK TRAFFIC EVENTS .......................................................................................................... 5902 Lukasz Podlodowski ; Marek Kozlowski

IEEE BIGDATA 2019 CUP: BINARY CLASSIFICATION VIA TENSOR COMPLETION ................................. 5908 Teresa M. Ranadive ; Christopher J. Coley

SUSPICIOUS NETWORK EVENT RECOGNITION LEVERAGING ON MACHINE LEARNING ................... 5915 Daniele Sartiano ; Giuseppe Attardi ; Luca Deri ; Maurizio Martinelli

GRADIENT BOOSTING DECISION TREES FOR CYBER SECURITY THREATS DETECTION

BASED ON NETWORK EVENTS LOGS .................................................................................................................... 5921 Quang Hieu Vu ; Dymitr Ruta ; Ling Cen

IDENTIFYING TRULY SUSPICIOUS EVENTS AND FALSE ALARMS BASED ON ALERT

GRAPH ............................................................................................................................................................................. 5929 Tian Wang ; Chen Zhang ; Zhigang Lu ; Dan Du ; Yaopeng Han

AN ENSEMBLE APPROACH FOR SUSPICIOUS TRAFFIC DETECTION FROM HIGH RECALL

NETWORK ALERTS ..................................................................................................................................................... 5937 Peilin Wu ; Jinlei Li ; Yan Meng ; Haojin Zhu

MODELS AND FEATURES WITH COVARIATE SHIFT ADAPTATION FOR SUSPICIOUS

NETWORK EVENT RECOGNITION ......................................................................................................................... 5945 Shu-Yi Xie ; Jian Ma ; Yu-Bin Luo ; Lian-Xin Jiang ; Shirly Jin ; Yang Mo ; Jian-Ping Shen

LANGUAGE IDENTIFICATION AND CONTEXT-BASED ANALYSIS OF CODE-SWITCHING

BEHAVIORS IN SOCIAL MEDIA DISCUSSIONS .................................................................................................... 5951 Akankshya Mishra ; Yashvardhan Sharma

ANUJ@IEEE BIGDATA 2019: A NOVEL CODE-SWITCHING BEHAVIOR ANALYSIS IN

SOCIAL MEDIA DISCUSSIONS NATURAL LANGUAGE PROCESSING ........................................................... 5957 Anuj Saini

TIME SERIES CLASSIFICATION: LESSONS LEARNED IN THE (LITERAL) FIELD WHILE

STUDYING CHICKEN BEHAVIOR ............................................................................................................................ 5962 Alireza Abdoli ; Amy C. Murillo ; Alec C. Gerry ; Eamonn J. Keogh

HIGH PERFORMANCE I/O FOR LARGE SCALE DEEP LEARNING ................................................................. 5965 Alex Aizman ; Gavin Maltby ; Thomas Breuel

SIGN PREDICTION IN ONLINE GAMES .................................................................................................................. 5968 Essa Alhazmi ; Nazim Choudhury

EARLY DETECTION OF ALZHEIMER’S DISEASE USING PATIENT

NEUROPSYCHOLOGICAL AND COGNITIVE DATA AND MACHINE LEARNING

TECHNIQUES ................................................................................................................................................................. 5971 Ibrahim Almubark ; Lin-Ching Chang ; Thanh Nguyen ; Raymond Scott Turner ; Xiong Jiang

THERMAL IMAGERY BASED INSTANCE SEGMENTATION FOR ENERGY AUDIT

APPLICATIONS IN BUILDINGS ................................................................................................................................. 5974 Youness Arjoune ; Sai Peri ; Niroop Sugunaraj ; Debanjan Sadhukhan ; Michael Nord ; Gautham Krishnamoorthy

; David Flynn ; Prakash Ranganathan

QUALIBD: A TOOL FOR MODELLING QUALITY REQUIREMENTS FOR BIG DATA

APPLICATIONS ............................................................................................................................................................. 5977 Darlan Arruda ; Nazim H. Madhavji

A MACHINE LEARNING APPROACH FOR PREDICTION OF LENGTH OF STAY FOR THE

KID’S INPATIENT DATABASE ................................................................................................................................... 5980 Shilpa Balan ; Tanvi Gawade ; Aakanksha Tasgaonkar

SHARP FREQUENCY BOUNDS FOR SAMPLE-BASED QUERIES ...................................................................... 5983 Eric Bax ; John Donald

DATA REPLICATION FOR REDUCING COMPUTING TIME IN DISTRIBUTED SYSTEMS

WITH STRAGGLERS .................................................................................................................................................... 5986 Amir Behrouzi-Far ; Emina Soljanin

SCHEDULING IN THE PRESENCE OF DATA INTENSIVE COMPUTE JOBS .................................................. 5989 Amir Behrouzi-Far ; Emina Soljanin

COMBINING TEXT AND IMAGE DATA FOR PRODUCT RECOMMENDABILITY MODELING ................. 5992 Mark Capelo ; Karan Aggarwal ; Pranjul Yadav

A METHODOLOGY FOR REAL-TIME DATA VERIFICATION EXPLOITING DEEP

LEARNING AND MODEL CHECKING ..................................................................................................................... 5995 Giovanni Capobianco ; Umberto Di Giacomo ; Tommaso Di Tusa ; Francesco Mercaldo ; Antonella Santone

A MODEL CHECKING BASED PROPOSAL FOR MOBILE COLLUDING ATTACK

DETECTION ................................................................................................................................................................... 5998 Rosangela Casolare ; Fabio Martinelli ; Francesco Mercaldo ; Antonella Santone

AN AUTHENTICATION SYSTEM USING NEUROLOGICAL RESPONSES TO MUSIC .................................. 6001 Joseph M Cauthen ; Tejas Gandre ; Marco A. Mercado Espinoza ; Meetkumar J Patel ; Mohammad I Husain

FEDERATED WIRELESS NETWORK INTRUSION DETECTION ....................................................................... 6004 Burak Cetin ; Alina Lazar ; Jinoh Kim ; Alex Sim ; Kesheng Wu

APPLYING SDN BASED DATA NETWORK ON HPC BIG DATA COMPUTING – DESIGN,

IMPLEMENTATION, AND EVALUATION ............................................................................................................... 6007 Hsing-Bung Chen ; Zhi Qiao ; Song Fu

DESIGNING NOVEL FUNCTIONAL PEPTIDES BY MANIPULATING A TEMPERATURE IN

THE SOFTMAX FUNCTION COUPLED WITH VARIATIONAL AUTOENCODER .......................................... 6010 Shuan Chen ; Hyun Uk Kim

IOT MALWARE DYNAMIC ANALYSIS PROFILING SYSTEM AND FAMILY BEHAVIOR

ANALYSIS ....................................................................................................................................................................... 6013 Cheng-Yu Chen ; Shun-Wen Hsiao

EXTRACTING GRAMMATICAL ERROR CORRECTIONS FROM WIKIPEDIA REVISION

HISTORY ......................................................................................................................................................................... 6016 Jhih-Jie Chen ; Yi-Dong Wu ; Yu-Chuan Tai ; Ching-Yu Yang ; Hai-Lun Tu ; Jason S. Chang

EASYRAIN: A USER-FRIENDLY PLATFORM FOR COMPARING PRECIPITATION

NOWCASTING MODELS ............................................................................................................................................. 6019 Ji Cheng ; Guimu Guo ; Da Yan ; Xiaotian Hao ; Wilfred Ng

PARTS CATALOG OBJECT RECOGNITION TECHNOLOGY FOR EFFICIENT DRAWING

DISTRIBUTION MANAGEMENT ............................................................................................................................... 6022 Sung-Wook Choi ; Chang-Seob Song ; Chae-Soo Kim

HAPPY TOILET: A SOCIAL ANALYTICS APPROACH TO THE STUDY OF PUBLIC TOILET

CLEANLINESS ............................................................................................................................................................... 6024 Eugene W. J. Choy ; Winston M. K. Ho ; Xiaohang Li ; Ragini Verma ; Li J. Sim ; Kyong Jin Shim

LISTEN, NUDGE, EMPOWER: A MOBILE GRATITUDE JOURNAL APPLICATION ..................................... 6027 Eugene W. J. Choy ; Gladys H. L. Ng ; Martius J. H. Lim ; Kyong Jin Shim

A PROGRAMMING FRAMEWORK FOR HETEROGENEOUS STREAM ANALYTICS .................................. 6030 Roshan Bharath Das ; Marc X. Makkes ; Alexandru Uta ; Lin Wang ; Henri Bal

BIG FEDERAL DATA CENTERS IMPLEMENTING FAIR DATA PRINCIPLES: ARM DATA

CENTER EXAMPLE ...................................................................................................................................................... 6033 Ranjeet Devarakonda ; Giri Prakash ; Kavya Guntupally ; Jitendra Kumar

PRESERVING COMPOSITION AND CRYSTAL STRUCTURES OF CHEMICAL COMPOUNDS

IN ATOMIC EMBEDDING ........................................................................................................................................... 6037 Yifan Ding ; Daheng Wang ; Tim Weninger ; Meng Jiang

WEB SCRAPING: STATE-OF-THE-ART AND AREAS OF APPLICATION ........................................................ 6040 Rabiyatou Diouf ; Edouard Ngor Sarr ; Ousmane Sall ; Babiga Birregah ; Mamadou Bousso ; Sény Ndiaye Mbaye

TARGOAT: IMPROVING DATASET UPLOAD TIME TO OBJECT STORAGE USING CLIENT-

SERVER COOPERATION ............................................................................................................................................ 6043 Timothy John Ebido ; Kichul Park ; Kyungho Jeon

PSIDB: A FRAMEWORK FOR BATCHED QUERY PROCESSING AND OPTIMIZATION ............................. 6046 Mehrad Eslami ; Yicheng Tu ; Hadi Charkhgard ; Zichen Xu ; Jiacheng Liu

AN OPTIMIZED SCHEDULING PROCESS FOR A LARGE CROWD TO PERFORM SPATIO-

TEMPORAL MOVEMENTS SAFELY DURING PILGRIMAGE ............................................................................ 6049 Emad Felemban ; Abdulaziz Fatani ; Faizan Ur Rehman

STATISTICAL CORRECTION OF AVERAGE CUSTOMER RATINGS FOR PRODUCT

RANKING ........................................................................................................................................................................ 6052 Byron J. Gao ; Frank Medjo

CORANK: SIMULTANEOUSLY RANKING PUBLICATION VENUES AND RESEARCHERS ........................ 6055 Byron J. Gao ; Gayathri Karupakula Jagadeesh Kumar

ON UNDERSTANDING BIOSONAR DEFORMATIONS USING DEEP LEARNING-BASED

VIDEO INTERPOLATION............................................................................................................................................ 6058 Li Gao ; Weikai He

ON UNDERSTANDING DEGRADATION KINETICS OF PHARMACEUTIC GELATIN

MATRICES FOR PRECISION MEDICINE: A DEEP LEARNING APPROACH .................................................. 6060 Li Gao ; Hongjie Jiang ; Kaiming Fu ; Weikai He

HARDENING DGA CLASSIFIERS UTILIZING IVAP ............................................................................................. 6063 Charles Grumer ; Jonathan Peck ; Femi Olumofin ; Anderson Nascimento ; Martine De Cock

REALISTIC TRANSPORT SIMULATION WITH OPEN DATA ............................................................................. 6066 Guimu Guo ; Jalal Majed Khalil ; Da Yan ; Virginia Sisiopiku

A STATISTICAL CAUSAL INFERENCE METHOD FOR EXPLORING ULTRASONICS AND

TOPOLOGICAL DEFORMATIONS IN BIOLOGICAL SYSTEMS ........................................................................ 6069 Weikai He ; Li Gao

COMPARING IMPLEMENTATION VARIANTS OF DISTRIBUTED SPATIAL JOIN ON SPARK ................. 6071 Georg Heiler ; Allan Hanbury

INTERDEPENDENCY BETWEEN THE STOCK MARKET AND FINANCIAL NEWS ...................................... 6074 Eunjeong Hwang ; Yong-Hyuk Kim

CLUSTERED HIERARCHICAL ENTROPY-SCALING SEARCH OF ASTRONOMICAL AND

BIOLOGICAL DATA ..................................................................................................................................................... 6077 Najib Ishaq ; George Student ; Noah M. Daniels

ACCELERATING AN ON-LINE APPROXIMATION MINING FOR LARGE CLOSED ITEMSETS ............... 6078 Koji Iwanuma ; Takumi Nishina ; Yoshitaka Yamamoto

VECTOR-BASED CHURN PREDICTION USING NEURAL NETWORKS IN MOBILE GAMES..................... 6081 Kihoon Jang ; Junwhan Kim ; Byunggu Yu

DETECTION OF HIJACKED AUTHORITATIVE DNS SERVERS BY NAME RESOLUTION

TRAFFIC CLASSIFICATION ...................................................................................................................................... 6084 Yong Jin ; Masahiko Tomoishi ; Satoshi Matsuura

CITATION-BASED AUTHOR CONTRIBUTION MEASURE FOR BYLINE-INDEPENDENCY ....................... 6086 Sukhwan Jung ; Wan Chul Yoon

ESTABLISHING THE SAFETY OF A SMART HEART HEALTH MONITORING SERVICE

THROUGH VALIDATION ............................................................................................................................................ 6089 Murtadha Kareem ; Oliver Faust

BORDER GATEWAY PROTOCOL ANOMALY DETECTION USING NEURAL NETWORK ......................... 6092 Mohsen Karimi ; Ali Jahanshahi ; Abbas Mazloumi ; Hadi Zamani Sabzi

TOWARDS A MULTI-ENGINE QUERY OPTIMIZER FOR COMPLEX SQL QUERIES ON BIG

DATA ................................................................................................................................................................................ 6095 Evdokia Kassela ; Ioannis Konstantinou ; Nectarios Koziris

BIGOPTIBASE: BIG DATA ANALYTICS FOR BASE STATION ENERGY CONSUMPTION

OPTIMIZATION............................................................................................................................................................. 6098 Evdokia Kassela ; Nikodimos Provatas ; Asterios Tsiourvas ; Ioannis Konstantinou ; Nectarios Koziris

A STUDY ON SOLUTION ORIENTED SMART FACTORY DIAGNOSTIC SYSTEM FOR SME ..................... 6101 Seung-Beom Son ; Jun-Yeong Kwon ; Chae-Soo Kim

APPLICATION OF BIG DATA ANALYTICS TO SUPPORT POWER NETWORKS AND THEIR

TRANSITION TOWARDS SMART GRIDS ................................................................................................................ 6104 Sylvie Koziel ; Patrik Hilber ; Ryutaro Ichise

RECURRENT PATH INDEX FOR EFFICIENT GRAPH TRAVERSAL ................................................................ 6107 Kazuma Kusu ; Kenji Hatano

MODEL MANAGEMENT AND HANDWRITTEN CHARACTER RECOGNITION: AN

ENTERPRISE SOLUTION ............................................................................................................................................ 6110 Choudur Lakshminarayan ; Thiagarajan Ramakrishnan ; Awny Al-Omari ; Khaled Bouaziz ; Faraz Ahmad ; Sri

Raghavan ; Prama Agarwal

AI-BASED ONLINE P2P LENDING RISK ASSESSMENT ON SOCIAL NETWORK DATA WITH

MISSING VALUE ........................................................................................................................................................... 6113 Lok Ting Lam ; Shun-Wen Hsiao

ON OPTIMIZATION OF STOCK MARKET PREDICTION METHODS .............................................................. 6116 Warren Landis ; Sangwhan Cha ; Majid Shaalan

HOW DOES FAKE NEWS SPREAD: RAISING AWARENESS & EDUCATING THE PUBLIC

WITH A SIMULATION TOOL ..................................................................................................................................... 6119 Cheng L. Lee ; Joel-David J. J. Wong ; Zi Y. Lim ; Belinda S. T. Tho ; Sean S. W. Kwek ; Kyong Jin Shim

DEVELOPMENT OF A CONTINUOUS COMPLEX EVENT PROCESSING PLATFORM FOR

REAL-TIME TACTICAL MOVING OBJECTS ......................................................................................................... 6122 Jiwan Lee ; Bonghee Hong ; Chumsoo Kim ; Woo Chan Kim

UTILIZING MULTIVARIATE TIME SERIES FOR SEMANTIC SEGMENTATION ......................................... 6125 Frederique Van Leeuwen

MUSIC SEQUENCE PREDICTION WITH MIXTURE HIDDEN MARKOV MODELS ...................................... 6128 Tao Li ; Minsoo Choi ; Kaiming Fu ; Lei Lin

A JOINT MODEL OF CLINICAL DOMAIN CLASSIFICATION AND SLOT FILLING BASED ON

RCNN AND BIGRU-CRF ............................................................................................................................................... 6133 Yuming Li ; Pin Ni ; Junkun Peng ; Jiayi Zhu ; Zhenjin Dai ; Gangmin Li ; Xuming Bai

LEARNING A FACETED CUSTOMER SEGMENTATION FOR DISCOVERING NEW BUSINESS

OPPORTUNITIES AT INTEL ....................................................................................................................................... 6136 Itay Lieder ; Meirav Segal ; Eran Avidan ; Asaf Cohen ; Tom Hope

A HIERARCHICAL CLASSIFICATION MODEL FOR SOLAR FLARE PREDICTION .................................... 6139 Cenru Liu

A MODERN APPROACH TO BIG PROVENANCE .................................................................................................. 6142 Crisrael Lucero ; Phuong H. Nguyen

FEDERATED QUERY PROCESSING FOR BIG DATA IN DATA SCIENCE ....................................................... 6145 Manoj Muniswamaiah ; Tilak Agerwala ; Charles C. Tappert

REMAINING USEFUL LIFE PREDICTION OF INDUSTRIAL CONSUMABLES USING

WIDEBAND VIBRATION SIGNALS ........................................................................................................................... 6148 Daisuke Maeda ; Sudhanshu Gaur

ENABLING FASTER CONVERGENCE IN DISTRIBUTED IRREGULAR GRAPH PROCESSING ................. 6151 Abbas Mazloumi ; Rajiv Gupta

WIKIPEDIA POLARIZATION AND ITS EFFECTS ON NAVIGATION PATHS ................................................. 6154 Cristina Menghini ; Aris Anagnostopoulos ; Eli Upfal

IOT APPLICATION DEVELOPMENT USING MIT APP INVENTOR TO COLLECT AND

ANALYZE SENSOR DATA ........................................................................................................................................... 6157 Thilanka Munasinghe ; Evan W. Patton ; Oshani Seneviratne

SPECTRAL ANALYSIS OF USER INTERESTS FOR EXPERIMENTAL VERIFICATION OF THE

OSCILLATION MODEL FOR OSNS ........................................................................................................................... 6160 Kouichi Nagatani ; Chisa Takano ; Masaki Aida

IDENTIFYING THE RELATIONSHIP BETWEEN PRECIPITATION AND ZIKA OUTBREAKS

IN ARGENTINA ............................................................................................................................................................. 6163 Lilian Ngweta ; Karan Bhanot ; Ariane Maharaj ; Ian Bogle ; Thilanka Munasinghe

DISEASE DIAGNOSIS PREDICTION OF EMR BASED ON BIGRU-ATT-CAPSNETWORK

MODEL ............................................................................................................................................................................ 6166 Pin Ni ; Yuming Li ; Jiayi Zhu ; Junkun Peng ; Zhenjin Dai ; Gangmin Li ; Xuming Bai

IDENTIFYING IMPLICIT REQUIREMENTS IN SRS BIG DATA ......................................................................... 6169 Emebo Onyeka ; Vaibhav Anu ; Aparna S. Varde

EXTRACTING FEATURE ENGINEERING KNOWLEDGE FROM DATA SCIENCE

NOTEBOOKS .................................................................................................................................................................. 6172 Masafumi Oyamada

Q95-SQUARED<E,R,D>, A TUPLE OF SINGULAR METRICS TO DEFINE HISTOGRAM

QUALITY FOR A DATABASE SYSTEM .................................................................................................................... 6174 Parag Paul ; Manas Sharma

IDENTIFYING AND UNDERSTANDING BUSINESS TRENDS USING TOPIC MODELS WITH

WORD EMBEDDING .................................................................................................................................................... 6177 Yun Ning Pek ; Kwan Hui Lim

AUTOMATIC GENERATION OF ELECTRONIC MEDICAL RECORD BASED ON GPT2

MODEL ............................................................................................................................................................................ 6180 Junkun Peng ; Pin Ni ; Jiayi Zhu ; Zhenjin Dai ; Yuming Li ; Gangmin Li ; Xuming Bai

ON NEURAL NETWORK ACTIVATION FUNCTIONS AND OPTIMIZERS IN RELATION TO

POLYNOMIAL REGRESSION .................................................................................................................................... 6183 John Pomerat ; Aviv Segev ; Rituparna Datta

AN IOT-DRIVEN SMART CAFE SOLUTION FOR HUMAN TRAFFIC MANAGEMENT ................................ 6186 Maruthi Prithivirajan ; Kyong Jin Shim

TOWARDS FASTER DISTRIBUTED DEEP LEARNING USING DATA HASHING TECHNIQUES ............... 6189 Nikodimos Provatas ; Ioannis Konstantinou ; Nectarios Koziris

TRACKING POLITICAL EVENTS IN SOCIAL MEDIA: A CASE STUDY OF HONG KONG

PROTESTS ...................................................................................................................................................................... 6192 Haodi Qi ; Hanyu Jiang ; Wende Bu ; Chengzi Zhang ; Kyong Jin Shim

A BIG-DATA APPROACH TO DEFINING BREATHING SIGNATURES FOR IDENTIFYING

RESPIRATORY DISEASE ............................................................................................................................................ 6195 Abrar Rahman ; Yonathan Weiner ; Hailey Swanson ; Rebecca Slepian ; Anusheh Abdullah ; Marvin J. Slepian

SMART EHR - A BIG-DATA APPROACH TO AUTOMATED COLLECTION AND PROCESSING

OF MULTI-MODAL HEALTH SIGNALS IN A DOCTOR-PATIENT ENCOUNTER .......................................... 6198 Abrar Rahman ; Ari Mitra ; Fuad Rahman ; Marvin J. Slepian

EXTRACTING VALID INDOOR SEMANTIC TRAJECTORIES USING MOVEMENT

CONSTRAINTS .............................................................................................................................................................. 6201 Hani Ramadhan ; Yoga Yustiawan ; Joonho Kwon

ON NON-INTRUSIVE PREDICTION OF ACTIVITIES AND BEHAVIOR ........................................................... 6203 Guillermo Ramirez-Prado ; Bashar Barmada ; Veronica Liesaputra

IMPACT OF MANDATED PUBLIC REPORTING IN CALIFORNIA ON 30-DAY READMISSION

FOLLOWING CABG SURGERY: A HEALTH POLICY ANALYSIS ..................................................................... 6205 Monika Ray ; Banafsheh Sadeghi ; Dominique Ritley ; Patrick S. Romano

THE LIMITS TO THE EFFICIENCY OF MACHINE LEARNING ......................................................................... 6208 Kush Arya ; Teja Reddy ; Zachary Dodds

AUTOMATIC CATEGORIZATION OF PRESS ARTICLES THROUGH LEARNING: THE CASE

OF SENEGALESE ONLINE PRESS ............................................................................................................................ 6211 Edouard Ngor Sarr ; Ousmane Sall ; Mamadou Bousso ; Rabiyatou Diouf ; Babiga Birregah ; Sény Ndiaye Mbaye

PLUGIN TO A HEALTHIER LIFE: A WEB BROWSER PLUGIN FOR MENTAL HEALTH

MONITORING ................................................................................................................................................................ 6214 Jane H. K. Seah ; Kyong Jin Shim

AIRLINE MILES REDEMPTION ................................................................................................................................ 6217 Joseph Sebastian ; Thilanka Munasinghe

BIG DATA ANALYSIS ON SOCIAL NETWORKING .............................................................................................. 6220 Zhengwu Sun ; Dan Chia-Tien Lo ; Yong Shi

MITIGATING DDOS WITH POW AND GAME THEORY ...................................................................................... 6223 Kun-Yuan Sung ; Shun-Wen Hsiao

THE INTERNET OF RESPONSIBILITIES - CONNECTING HUMAN RESPONSIBILITIES

USING BIG DATA AND BLOCKCHAIN .................................................................................................................... 6226 Xuejiao Tang ; Jiong Qiu ; Wenbin Zhang ; Ibrahim Toure ; Mingli Zhang ; Enza Messina ; Xueping Xie ; Xuebing

Wang ; Sheng Yu

USING DEEP CONVOLUTIONAL NEURAL NETWORK FOR MOUSE BRAIN

SEGMENTATION IN DT-MRI ..................................................................................................................................... 6229 Anh Thai ; Vy Bui ; Laura Reyes ; Lin-Ching Chang

USER AUTHENTICATION THROUGH KEYSTROKE DYNAMICS BY MEANS OF MODEL

CHECKING: A PROPOSAL ......................................................................................................................................... 6232 Fabio Di Tommaso ; Michele Guerra ; Fabio Martinelli ; Francesco Mercaldo ; Massimo Piedimonte ; Giovanni

Rosa ; Antonella Santone

WORD SENSE DISAMBIGUATION USING WIKIPEDIA LINK GRAPH ............................................................ 6235 Hai-Lun Tu ; Pei-Chen Ho ; Jason S. Chang ; Li-Guang Chen

ROBUST FEATURES FOR ACTIVITIES RECOGNITION ..................................................................................... 6237 Kashyap Venkatesh ; Bashar Barmada ; Veronica Liesaputra ; Guillermo Ramirez-Prado

LARGE SCALE TIME SERIES ANALYSIS FOR INFRASTRUCTURE RELIABILITY ..................................... 6240 Zhichao Wang ; Shashank Singh ; Arnold Pereira

DATA-DRIVEN CONTROL OF A CLASS OF DISCRETE-TIME LINEAR COMPLEX

DYNAMICAL NETWORKS .......................................................................................................................................... 6243 Wei Wang ; Changyang Feng ; Wei Quan

MAP ADJUSTMENT AS A BASE FOR PRIVACY ASSURANCE IN SEMANTIC SPATIAL

TRAJECTORIES RELEASE ......................................................................................................................................... 6246 Xingang Wang ; Renshi Yu ; Tailian Liu ; Wenqing Li ; Xiaoling Sun

CLASSIFYING GENUINE FACE IMAGES FROM DISGUISED FACE IMAGES ............................................... 6248 Junyaup Kim ; Siho Han ; Simon S. Woo

LAUNCHING A USER-GENERATED CONTENT CAMPAIGN TO PROMOTE PUMA’S SOCIAL

CONTRIBUTIONS ......................................................................................................................................................... 6251 Lili Xiang ; Alice Mello ; Ryan Ackerman

A GRAPH CONSTRUCTION STUDY FOR GRAPH-BASED SEMI-SUPERVISED LEARNING:

CASE STUDY ON UNSTRUCTURED TEXT DATA ................................................................................................. 6254 Sumedh Yadav ; Gautam Kumar ; Shivam Kumar

EFFECTIVENESS OF USABILITY & PERFORMANCE FEATURES FOR WEB CREDIBILITY

EVALUATION ................................................................................................................................................................ 6257 Kenta Yamada ; Hayato Yamana

METHOD AND DATASET MINING IN SCIENTIFIC PAPERS .............................................................................. 6260 Rujing Yao ; Linlin Hou ; Yingchun Ye ; Ji Zhang ; Jian Wu

AN WORD2VEC BASED ON CHINESE MEDICAL KNOWLEDGE ...................................................................... 6263 Jiayi Zhu ; Pin Ni ; Yuming Li ; Junkun Peng ; Zhenjin Dai ; Gangmin Li ; Xuming Bai

Author Index