CURRICULUM VITAE

Name : Anazida Bt. Zainal Gender : Female Date of Birth : 14th July 1967 Nationality : Malaysia NRIC : 670714-11-5014 Marital Status : Married Permanent : No. 57, Jalan Pulai Perdana 8/4, Taman Pulai Perdana, Address 81111 Kangkar Pulai, Johor. Corresponding : School of Computing, Faculty of Engineering, Universiti Teknologi Malaysia, Address 81310 Skudai, Johor Tel : 013-7122991 (Mobile) 07-5538798 (Office) E-mail : anazida@utm.my, anazida@gmail.com Website : http://comp.utm.my/anazida ID Staff : 7782 Expertise : Information Security, Anomaly Detection, Cyber Threat Intelligence, Data Analytics and Machine Learning ACADEMIC QUALIFICATION 2011 : Ph. D in Computer Science (Network Security) Universiti Teknologi Malaysia, Malaysia 2000 : MSc in Computer Science Universiti Teknologi Malaysia, Malaysia 1990 : Bachelor in Computer Science Rutgers University, New Jersey, US

AWARD AND HONORS RECEIVED 2002 : Anugerah Perkhidmatan Cemerlang 2010 : Anugerah Khidmat Cemerlang 2014 : Anugerah Perkhidmatan Cemerlang 2015 : Best Paper Award for paper entitled “Prediction-Based Message Trustworthiness

Assessment Model for Vehicular Ad Hoc Networks”. International Conference of Innovation in Science and Technology (ICRIL), 20 April, 2015, UTM-KL, Kuala Lumpur, Malaysia. (Fuad A. Ghaleb, Anazida Zainal and Murad A. Rassam)

2017 : Best Paper Award for paper entitled “Quality of Service (QoS) Task Scheduling Algorithm with Taguchi Orthogonal Approach for Cloud Computing Environment”. At International Conference of Reliable Information and Communication Technology, Johor Bahru, Johor 23-24 April 2017. (Danlami Gabi, Abd Samad Ismail, Anazida Zainal, Zalmiyah Zakaria)

PROFESSIONAL MEMBERSHIP / QUALIFICATIONS / RECOGNITION Industry 1990 - 1994 : System Engineer, IBM Malaysia 1995 - 1996 : System Analyst, Johor Corporation, Johor Bahru, Malaysia 1996 - 1998 : Project Manager, Information Outbreak, Johor Bahru, Malaysia UTM 1998-Present 1998 - 2000 : Tutor, Faculty of Computer Science and Information Systems, UTM 2001 - 2011 : Lecturer, Faculty of Computer Science and Information Systems, UTM 2011 - present : Senior Lecturer, Faculty of Computer Science and Information Systems, UTM 2011- present : Member of IEEE SMC Society 2011- present : Member of IEEE Society

ADMINISTRATIVE EXPERIENCE

Faculty Level 2008-2010 : Final Year Project-2 (FYP) Coordinator 2011-2013 : Program Coordinator (MCS in Information Security) FSKSM, UTM 2012-2014 : Academic Coordinator (Taught Course), Faculty of Computing, UTM 2015 : Member of Preparation & Audit COPPA 2014 Committee 2015-present : Postgraduate Marketing Coordinator for Faculty of Computing, UTM 2016-present : Coordinator for How to Get Yourself Employed (HTGYE) program 2018 : Taskforce for UTM-Big Data Center, School of Computing University Level 2013 : Interview Panel for Zamalah Scholarship (Master & PhD) 2016-2017 : European Research Grant Champion, Faculty of Computing, UTM 2017-present : Head of Research Group (Information Assurance and Security) OTHER EXPERIENCE International Appointment/Committee 2010 : Program Committee for IEEE International Conference on Computational

Intelligence Communication Networks (CICN 2010), India. 2010 : Program Committee for IEEE International Conference on Soft Computing and

Patten Recognition (SoCPaR 2010), Paris, France. 2011 : Program Committee for The 7th IEEE International Conference on Information

Assurance and Security (IAS 2011) 2013 : Special Session Chair for IEEE 13th International Conference Intelligent Systems

Design and Applications (ISDA Dec 2013), UPM, Serdang, Malaysia 2014 : Program Committee for 4th World Congress on Information and Communication

Technologies (WICT 2014, Dec 8-10), Malacca, Malaysia 2017 : Program Committee for ICRIIS 2017, Langkawi. 2016-present : Associate Editor for International Journal of Computer Information Systems and

Industrial Management Applications (ISSN 2150-7988) Community Service 2014 – Present : Badan Kebajikan Staf Fakulti Komputeran (JAPNI) 2016 – Present : PIBG Committee for Sek Men Islam Hidayah, Senai, Johor

RESEARCH ACTIVITIES

University Grant Project Leader: i) Ubiquitous Database in Mobile Healthcare. Short-term Grant. (June 2002 – Dec 2003). Completed ii) Artificial Immune Network-GA Dynamic Clustering for Anomaly Detection (RUG - Vot no. 77218, June

2010 – Dec 2011). Completed iii) Sinkhole Detection in WSN Using Fuzzy Logic (RUG - Vot no. PY/2011/01160, April 2011 – March

2012). Completed iv) Light weight Anomaly IDS in WSN. (RUG - Vot no. PY/2011/01160, Dec 2012 –Dec 2013). Completed v) Interactive Data Visualization (Flagship - Vot no. PY/2015/04300, Dec 2014-Nov 2015). Completed vi) Online Anomaly Detection of the Presence of Ganoderma Boninense in Palm Oil Plantation Using

Wireless Sensor (RUG - PY/2014/02690, Apr. 2014- 2015). Completed vii) Exploiting Ad-Banner for the Detection of Malvertising. (RUG - PY/2017/00275, 2016-2017).

Completed viii) Fraudulent Website Detection System. UTM High Impact Research Grant ix) Unstructured Data Analytics for Threat Intelligence – A Case Study of South China Sea Conflicts. UTM

Trans-disciplinary Research Grant (01 Dec 2018 – 30 Nov 2021)

Project Member: i) Development of Parental Control System and CyberParenting Education Awareness Portal (Sept

2011 – Aug 2013). Completed ii) Enhanced Malay Word Stemming Algorithms And Common Word Removal For Slang Words In Malay

Illicit Web Contents (RUG - PY/2014/02479, Apr. 2013 – 2015). Completed iii) Pembangunan Perisian Tafsir Al-Quran Bertemakan Flora dan Fauna (RUG PY/2014/03505, Apr.

2014 –2015). Completed iv) Islamic Leadership Principles & Its Applicability in Talent Management Using Fuzzy Graph Approach:

Government Linked Companies in Johor. (RUG – PY/2017/01835) Feb 2018-Jan2020 v) Text Stemmer with Normalization Techniques for Noisy Texts in Malay Language. (RUG

PY/2017/01736) Feb 2018 – Jan 2019 vi) TABOT – Intelligent Recommendation System Chatbot using Meta Learning Ensemble of Social

Context Regularization & Emotion Space Sentiment Analysis Hybrid Model. (RUG PY/2017/01348) Feb 2018-Jan2020

vii) Eyenoon Switch : Intelligent Filtering & Monitoring System. (PRGS-ICC PY/2018/02798) Apr 2018 – Mar 2019.

IISJ Project Member: i) Profiling of Foreign Workers in Pengerang. (PY/2016/06926) July 2016 – April 2017

Ministry of Higher Education Grant (MOHE)

Project Leader i) Trustworthiness Assessment Algorithm based on Temporal and Spatial Properties of Mobility Data in

Ephemeral Network (FRGS/1/2015/ICT03/UTM/02/4, Nov 2015 - Jan 2018). Completed Project Member i) New Feature Extraction Approach for hate-Crime Aspect-based Sentiment Analysis Using Ordinal and

Frequency-based Integration Method (FRGS/1/2016/ICT04/UTM, Aug 2016 – Jul 2018). Completed

Ministry of Science and Technology (MOSTI) Project Member i) Development of a Web-Based Intelligent Monitoring and Diagnosis System. Malaysian IRPA Research

Grant (Dec 2003 – June2006). Completed

ii) The Development of a Real Time Ilicit Image & Video Filtering System. Science Fund (SF). (PY/2013/00984) June 2013 – Nov 2014. Completed

Contract Research Project Awarded by Cybersecurity Malaysia agency under MOSTI

Project Member i) Strategy Cyber Threat Intelligent (PY/2017/01285). Sept 2017 – Aug 2019 ii) Automated Prediction System for Detecting Business Scams and Frauds Websites. (PY/2016/07690)

Mar 2016 – Aug 2017. Completed PATENT FILED/DISCLOSURE i) Ali Hamdi Fergani (Qatar), Khaled Bashir Shaban (Qatar) and Anazida Zainal (Malaysia). Multifacet-

multiclass Classification Framework. US 62/588, 315 (Patent is filed in United States)

TEACHING ACTIVITIES

Subject Code Subject Credit Hour SCSR 1213 Cisco Communication Network Academy

(CCNA-1) 3

SCR 2xxx System Software (no longer offered) 3 SCP 1103 C Programming 3 SCR 2213 Computer Network 3 SCR 4xxx System Integration (no longer offered) 3 SCSR 3032 Computer Network & Security – Project 1 2 SCSR 2043 Operating Systems 3 SCSR 3413 Computer Security 3 MCS 2473 Operational and Physical Security 3 MCCH 2433 Database Security 3 SCSR 4493 Special Topics on Network & Security 3 SCSR 4473 Security Management 3 MSSS 1513 Advanced Artificial Intelligence (Pesisir -

Finisar Sdn Bhd, Ipoh Perak) 3

UHAK 1012 Graduates Success Attributes 2 SCSJ 3553 Artificial Intelligence 3 MCSH 1443 Research Methodology 3 MCSS 1283 Research Methodology 3

SUPERVISION PhD Student Year No. Name Status Title Roles of

Supervision 2018 1 Fuad AbdulGaleel

Abdoh Ghaleb Gaduated

Context-Aware Misbehavior Detection Model for VANET Based on Mobility Information Trust Establishment Techniques

Main Supervisor

2 Danlami Gabi Graduated

Dynamic Scheduling Schemes for Cloud Computing Using Orthogonal Taguchi-based Cat Swarm Optimisation

Co-Supervisor

3 Aisha Abdallah Zain Alabdeen Ahmed

Graduated Adaptive Anomaly Based Fraud Detection Model for Handling

Co-Supervisor

Concept Drift in Short Term Profile

4 Mohd Nizam Kassim Correction Enhanced Text Stemmer for Standard and Non Standard Word Patterns in Malay Text

Co-Supervisor

5 Tagwa Ahmed Mohamed Al-Haj

Correction An Effective Attack Scenario Construction Model Based on Two-Tier Feature Selection and Coarse Grain Cleaning

Co-Supervisor

6 Nurudeen Ibrahin Waiting for Viva

An Adaptive and Distributed Cloud Intrusion Detection Scheme

Main Supervisor

7 Kamarul Zaman Panatik

On-going

Intrusion Detection System for Large Scale Attack in Software Defined Network

Main Supervisor

8 Mohamad Yamen Ahmad Sattouf

On-going IDS for Wireless Sensor Network Main Supervisor

9 Muhammad Zafran On-going Spatial Temporal Event Analysis in Conflict Zone Using Deep Learning Approach

Main Supervisor

2017 1 Ahlam Hashim Graduated Self-Adaptive On Demand Reliable Geo-Casting Routing Scheme For Mobile Ad Hoc Network

Co-Supervisor

2 Hadi S. Yaghoubyan Graduated Illicit Image Detection Based on Enhanced Bag of Visual Word Model

Co-Supervisor

3 Amjed Mohamed Hassan Sulaiman

On-going Detecting Sybil Attacks in IoT Environment

Main Supervisor

4 Khairun Nisyak Zakaria On-going Threat Driven Cybersecurity Audit Model Using Metamodel Approach

Main Supervisor

2014 1 Siti Salmah Md. Kassim On-going User Trust Evaluation Procedure For Selecting the Best Provider in Cloud Based E-Learning

Main Supervisor

2 Hashim Hussien Taha On-going Predictive Intrusion Alert Correlation Model

Co-Supervisor

2013 1 Nurfazrina Mohd Zamry

On -going Efficient Anomaly Detection Model Based on data Aggregation in WSN

Main Supervisor

2 Raja Waseem Anuar On-going Efficient Trust Based Routing Mechanism for Wireless Sensor Network

Main Supervisor

2012 1 Murad A. Rassam Graduated

An Anomaly Detection Model Using Candid Covariance-Free Incremental Principal Component Analysis for Wireless Sensor Networks

Co-Supervisor

2 Muhalim Mohamed Amin

On-going Fraud Detection Using Machine Learning Approach

Main Supervisor

MSc. Student Year No Name Status Title Roles of

Supervision 2018 1 Haider Hashim Seddek

Morsy On-going Chart Text Extraction and

Recognition Main Supervisor

2017 1 Ali Hamdi Graduated Hybrid Model for Sentiment Analysis of Multifaceted Arabic Reviews

Main Supervisor

2 Mohd Syahir Abdullah On-going Detecting Cyber Attack Incidents from Online News Using CRF and LSA Techniques

Main Supervisor

3 Norfadilah Ariffin On-going Ontology-based Ransomware Entity Classification From Forum to Form Background Knowledge

Main Supervisor

2016 1 Deni Yulianti Graduated Enhancements of Adaptive Fuzzy Spray and Wait Protocol for Pocket Switched Network

Main Supervisor

2 Mohd Azreen Mohd Zaini

On-going

Exploiting DOM Mutation for the Detection of Ad Injecting Browser Extension

Main Supervisor

2014 2 Mohd Nizam Kassim Graduated En Enhanced Malay Word Stemming Algorithm Based on Word Patterns

Co-Supervisor

MSc. Dissertation / Taught Course 2017 1 Shajal Erachampat Graduated A Hybrid Biometric Template

Protection Algorithm in Fingerprint Biometric System

Main Supervisor

2016

1 AbdulHamid Aliyu Ardo

Graduated Enhanced Misbehavior Detection Scheme for Post Crash Notification

Main Supervisor

2 Uzma Mohamad Tahir Graduated Data Analytics on Crime Online News Main Supervisor

2015 1 Mohammed Abdullah Omar Alzubaidi

Graduated Enhanced Analysis of Kippo-Honeypot in Cloud

Main Supervisor

2014

1 Sara Marouf Graduated An Agent-based Approach to Detect Mobile Malicious Nodes in a Static Wireless Sensor Network

Main Supervisor

2 Mohammed Faez Abdullah Al-Jaberi

Graduated Improving Data Integrity as a Service Model (Di aaS) in Cloud Computing for Privacy Preserving Support

Main Supervisor

3 Fuad A. Ghaleb Graduated Misbehavior Detection Scheme Based on Mobility Pattern Analysis for Vehicle Ad-Hoc Network Highway Safety Applications

Co Supervisor

2013 1 AlMukhammed Kalybayev

Graduated Comparative Study of Machine Learning Algorithms in Website Phishing Detection

Main Supervisor

2 Hadi Zamani Graduated Classification of Phishing Websites Using Machine Learning Techniques

Main Supervisor

3 Nurfazrina Mohd Zamry

Graduated Islamic Web Pages Filtering and Categorization

Main Supervisor

4 Mohammad Dawood Graduated TFIDF and Entropy Term Weigting Schemes in Classification of Gambling, News and Sports Websites

Main Supervisor

5 Hisham N.A. Mousa Graduated Hybrid Simple Artificial Immune System and Gravitational Search Algorithm for Spam Detection

Main Supervisor

6 Ahmed A. A. Abunada Graduated Comparative Study Between Fuzzy C-Means Algorithm and Artificial Immune Network Algorithm in

Main Supervisor

Intrusion Detection

7 Shahdokht Rahati Graduated Hybrid Artificial Neural Network and Gravitational Search Algorithm in Intrusion Detection System

Main Supervisor

8 Anas W.A. Arram Graduated Spam Detection Using Hybrid of Artificial Neural Network and Genetic Algorithm

Main Supervisor

9 Tobi Akanbi Graduated Phishing Website Detection Using Decision Tree

Main Supervisor

10 Bibi Masoomeh Aslahi Shahri

Graduated Intrusion Detection System Using Hybrid GSA-K-Means

Main Supervisor

11 Hadi Zamani Graduated Classification of Phishing Websites Using Machine Learning Technique

Main Supervisor

2012 1 Vahid Kaviani Jabali Graduated Gravitational Search Algorithm for Feature Selection in Intrusion Detection System

Main Supervisor

POSTGRADUATE EXAMINATION/VIVA UTM STUDENTS/VIVA

1. Examiner for Master Dissertation entitled “Data Analytics on Tourist Review on Customer Satisfaction Based on Safety and Security in African Hotels Industry” by Mustapha AbuBakar Giro. (2018)

2. Examiner for Master Dissertation entitled “PPDM Based on Association Rule ad Substitution Cipher” by Ibraheem Jafar. (2016)

PUBLICATIONS JOURNAL ISI Journal : 1. Fuad A. Ghaleb, Anazida Zainal, Murad A. Rassam and Saeed, F. “Driving-situation-aware adaptive

broadcasting rate Scheme for vehicular ad hoc network.” Journal of Intelligent and Fuzzy Systems. Vol. 35(1), (2018) pp. 423-438. (IF 1.461)

2. Danlami Gabi, Abdul Samad Ismail, Anazida Zainal, Zalmiyah Zakaria, and Ajith Abraham. “Orthogonal Taguchi-based Cat Algorithm For Solving Task Scheduling Problem in Cloud Computing.” Neural Computing and Applications, 30(6), (2018), pp. 1845-1863. (IF 4.213)

3. Ahlam H. Mohsin, Kamalrulnizam A. Bakar, Anazida Zainal. “ Optimal Control Overhead-based Multi-metric Routing for MANET”. Journal of Wireless Network. Vol 24(6) (2018), pp. 2319-2335. (IF 1.981)

4. Mohsin, A. H., Zainal, A. and Bakar, K. A. “Optimized Reliable Hybrid Routing Protocol Based Link Stability for Mobile Wireless Networks.” Wireless Personal Communications, Vol 102(1), Sept 2018. pp. 473-493. (IF 1.2)

5. Hamdi, A., Shaba, K. and Zainal, A. “CLASENTI: A Class-specific Sentiment Analysis Framework.” ACM Trans. Asian Low-Resoure. Lang, Inf. Process., Vol 17(4), (Aug 2018), pp32:1-32:28. (IF 0.1)

6. Murad A. Rassam, Mohd Aizaini Maarof, Anazida Zainal. “A Distributed Anomaly Detection Model For Wireless Sensor Networks Based On The One-Class Principal Component Classifier.” Journal of Sensor Networks, Vol. 27 (3), (2018) pp. 200-2014. (IF 0.878)

7. Fuad A. Ghaleb, Anazida Zainal, Murad A. Rassam, Ajith Abraham. “Improved vehicle positioning algorithm using enhanced innovation-based adaptive Kalman filter”. Journal of Pervasive and Mobile Computing 40, (2017), pp. 139-155. (IF 2.349)

8. Mahdi M. Oghaz, Mohd Aizaini Maarof, Mohd Foad Rohani, Anazida Zainal, Syed Zainudeen M. Shaid. “A Hybrid Color Space for Skin Recognition for Real-Time Applications.” Journal of Computational and Theoretical Nanoscience. 14 (4), (2017) pp. 1852-1861. (IF 1.42)

9. Nurudeen Ibrahim and Anazida Zainal. “A Feature Selection Technique For Cloud IDS Using Ant Colony Optimization and Decision Tree”. Advanced Science Letters. Vol 23(9) (2017). Pp. 9163-9169. (IF 1.253)

10. Danlami Gabi, Abd Samad Ismail, Anazida Zainal, Zalmiyah Zakaria. “Solving Task Scheduling Problem in Cloud Computing Environment Using Orthogonal Taguchi-Cat Algorithm”. International Journal of Electrical and Computer Engineering (IJECE) vol. 7 (3), (2017), pp. 1489 – 1497 (IF 0.3)

11. Aisha Abdallah, Mohd Aizaini Maarof and Anazida Zainal. “Fraud Detection System: A Survey”. Journal of Network and Computer Applications. Elsevier. Vol 68, June (2016), pp 90-113. (IF 3.9)

12. Taqwa A. Alhaj, Maheyzah Siraj, Anazida Zainal, Fatin A. Alhaj and Huwaida T. Elshoush. “Feature Selection Using Information Gain for Improved Structural Based Alert Correlation”. PLOS ONE. Vol 11. (2016) Pp 1-18. (IF 2.806)

13. Yaghoubyan, S. H., Mohd Aizaini Maarof, Anazida Zainal, Kiani, M.J., Rad, F., and Mahdi M. Oghaz. “A Robust Keypoint Descriptor Based on Tomographic Image Reconstruction Using Heuristic Genetic Algorithm and Principal Component Analysis Techniques”. Journal of Computational and Theoretical Nanoscience 13 (8), (2016) pp. 5554-5568. (IF 1.42)

14. Mahdi Maktabdar Oghaz, Mohd Aizaini Maarof, Anazida Zainal, Mohd Foad Rohani, and Hadi Yaghoubyan. “A Hybrid Color Space for Skin Detection Using Genetic Algorithm Heuristic Search and Principal Component Analysis Technique”. PLOS ONE. DOI:10.1371/journal.pone.0134828 August 12, (2015). Pp 1-21. (IF 2.41)

15. Murad A. Rassam, Anazida Zainal and Mohd Aizaini Maarof, “Principal Component Analysis-based Data Reduction Model for Wireless Sensor Network.” International Journal of Ad-hoc & Ubiquitous Computing, Vol 18, No 1&2, (2015). Pp 85-101. (IF 0.49)

16. Murad A. Rassam, Mohd Aizaini Maarof and Anazida Zainal. “Adaptive and Online Data Anomaly Detection for Wireless Sensor Systems.” Journal of Knowledge-based Systems. Elsevier. Vol 60, (2014) pp. 44-57, 2014. (IF 4.53)

17. H. H. Jebur, M. A. Maarof and A. Zainal. “Enhancing Rough Set Theory Attributes Selection of KDD Cup 1999.” Journal of Theoretical & Applied Information Technology. Vol 76(3), 2015, pp. 393-400. (IF 0.33)

18. Murad A. Rassam, Anazida Zainal and Mohd Aizaini Maarof “ An Adaptive and Efficient Dimension Reduction Model for Multivariate Wireless Sensor Network Applications”. Applied Soft Computing 04/2013 13(4): pp. 1978-1996 (IF 2.4)

19. Murad A. Rassam, Anazida Zainal and Mohd Aizaini Maarof “Advancements of Data Anomaly Detection Research in Wireless Sensor Networks : A Survey and Open Issues”. Sensors 01/2013; 13(8): 10087 – 10122 (IF 2.395)

20. Murad A. Rassam, Mohd Aizaini Maarof and Anazida Zainal “A Survey of Intrusion Detection Schemes in Wireless Sensor Networks” American Journal of Applied Sciences 9 (10), 2012 pp. 1636-1652, 2012. ISSN 1546-9239 (IF 0.252)

21. Sameon, D.F, Shamsuddin, S.M., Salehuddin, R. and Zainal, A. “Compact classification of optimized Boolean reasoning with Particle Swarm Optimization.” Intelligent Data Analysis. Vol. 16(2012). Pg 915-931. (IF 0.367)

Web of Science Journal : 1. Zamry, N. M., Zainal A. and Rassam, M. A. “Lightweight Anomaly Detection for Wireless Sensor

Network Based on CCIPCA and One-class SVM.” Advanced Science Letters. Vol 24(10), (2018), pp 7371-7376.

2. Gabi, D., Ismail, A. S., Zainal, A., Zakaria, Z. “Multi-Objective Task Scheduling Optimization in Cloud Computing: An Appraisal.” Advanced Science Letters, Vol. 25(5), May 2018, pp. 3609-3617.

3. Kassim, M. Nizam, Maarof, M. Aizaini, Zainal, Anazida and Wahab, A. Abdul. “Word Stemming Methods for the Malay Language : A Review.” Advanced Science Letters, Vol. 23(2), Feb 2017, pp. 695-698.

SCOPUS Journal : 1. Nurfazrina Zamry, Anazida Zainal and Murad A. Rassam. “Unsupervised Anomaly Detection For

Unlabelled Wireless Sensor Network Data.” International Journal of Advances in Soft Computing and Its Applications.” Vol 10(2), (2018), pp. 172-191.

2. Danlami Gabi, Abdul Samad Ismail, Anazida Zainal, Zalmiyah Zakaria. “Hybrid Cat Swarm Optimization And Simulated Annealing For Dynamic Task Scheduling On Cloud Computing Environment. “ Journal of Information & Communication Technology, Vol. 17(3), (2018), pp. 435-467.

3. Moussa, A.N., Ithnin, N. and Anazida Zainal. “CFaaS: Bilaterally Agreed Evidence Collection.” Journal of Cloud Computing, Vol 7(1), (2018) pp. 1-19.

4. Mohd Nizam Kassim, Mohd Aizaini Maarof, Anazida Zainal, Amiruddin A. Wahab. “Word Stemming Methods for the Malay Language: A Review”. Advanced Science Letters 23 (2),(2017), pp. 695-698.

5. Raja Waseem Anwar, Majid Bakhtiari, Anazida Zainal and Kashif Naseer Qureshi. “Wireless Sensor Network Performance Analysis and Effect of Blackhole and Sinkhole Attacks.” Jurnal Teknologi Maklumat 78: (2016) 75–8.

6. Fuad A. Ghaleb, Anazida Zainal, Murad A. Rassam. “Mobility Information Estimation Algorithm Using KalmanFilter For Vehicular Ad Hoc Networks”. International Journal of Information and Computer Security. Vol 8, Issue 3, (2016) pp. 221-240.

7. Ali H. Fergani, Khaled Shaban and Anazida Zainal. “A Review on Challenging Issues in Arabic Sentiment Analysis.” Journal of Computer Science. Vol 12, Issue 9. (2016) pp. 471-481.

8. Abdulhamid A. Ardo, Anazida Zainal, Fuad A Ghaleb. “Design of Misbehavior Detection Scheme by Combining Lane Change and Braking Alerts”. Indian Journal of Science and Technology 9 (46), (2016) Article Number 107112.

9. S. H, Yaghoubyan, M. A. Maarof, A. Zainal, M. M. Oghaz. “A Survey of Feature Extraction Techniques in Content-based Illicit Image Detection”. Journal of Theoretical and Applied Information Technology. Vol. 87(1), (2016) pp. 110-125

10. M. Bakhtiari, A. Zainal, S. Bakhtiari, H.K. Mammi. “Lightweight Symmetric Encryption Algorithm In Big Data”. International Journal of Advances in Soft Computing & Its Applications. Vol 7(3) 2015, pp. 45-55.

11. Murad A. Rassam, Mohd Aizaini Maarof and Anazida Zainal.“Intrusion detection system using unsupervised immune network clustering with reduced features.” International Journal of Advances in Soft Computing and its Applications 2(3) , 2010, pp. 244-263.

NON-INDEXED Journal : 1. Murad A. Rassam, Mohd Aizaini Maarof and Anazida Zainal. “Big Data Analytics Adoption for

Cybersecurity: A Review of Current Solutions, Requirements, Challenges and Trends.” Journal of Information Assurance and Security. Vol 12(4), (2017), pp. 124-145.

2. Noor Azeera A. Aziz, Mohd Aizaini Maarof, Anazida Zainal and Hazim Alkawaz. “A Review of the Opinion Target Extraction Using Sequence Labeling Algorithm based on Feature Combinations.” Journal of Internat Computing and Services. Vol 17(5), (2016) pp. 111-119.

3. Mohd Nizam Kassim, Mohd Aizaini Maarof, Anazida Zainal, Amiruddin A. Wahab. “Enhanced Affixation Word Stemmer with Stemming Error Reducer to Solve Affixation Stemming Errors”. Journal of Telecommunication, Electronic and Computer Engineering (JTEC) Vol. 8(3) 2016, pp. 37-41

4. S. H., Yaghoubyan, M. A. Maarof, A Zainal, M. F. Rohani and MM Oghaz. “Fast and Effective Bag-of-Visual-Word Model to Pornographic Images Recognition Using Freak Descriptor.” Journal of Soft Computing and Decision Support Systems. Vol 2(6), 2015, pp. 27-33.

5. H. H. Jebur, M. A. Maarof and A. Zainal. “Identifying Generic Features of KDD Cup 1999 for Intrusion Detection.” Jurnal Teknologi Vol 74(1). 2015, pp. 1-9

6. Fuad A. Ghaleb, Anazida Zainal, Murad A. Rassam. “Data Verification and Misbehavior Detection in Vehicular Ad-hoc Networks.” Jurnal Tenologi, Vol 73 (2), 2015, pp 37-44.

7. Raja Waseem Anwar, Majid Bakhtiari, Anazida Zainal, Kashif Naseer Qurashi and Abdul Hanan Abdullah. “Security Issues and Attacks in Wireless Sensor Network.” World Applied Sciences Journal, Vol. 30(10), 2014. pp. 1224-1227.

8. Affandi Husain, Majid Bakhtiari and Anazida Zainal. “Printed Document Integrity Verification Using Barcode.” Jurnal Teknologi (Sciences and Engineering), Vol. 70(1), 2014, pp. 99-106.

9. O. Akanbi, A Abunadi, A Zainal. “Phishing Website Classification: A Machine Learning Approach.” Journal of Information Assurance & Security. Vol. 9(5). 2014, pp. 222-234

10. Raja W. Anwar, Majid Bakhtiari, Anazida Zainal, K. N. Qureshi. “Security in Wireless sensor network: Approaches and Issues”. Indonesian Journal of Electrical Engineering and Computer Science 15 (3). 2014, pp. 584-590.

11. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam, "Ensemble Classifiers for Network Intrusion Detection System." Journal of Information Assurance and Security, Vol 4(3) 2009, pp. 217-225.

12. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam Samsuddin.“Class Specific Features for Attacks in Anomaly IDS.” Journal of Information Technology, Faculty of Computer Science and Information Technology, Special Issues, November 2008. Pp. 14 – 27.

13. Mohd Nizam Omar, Mohd Aizaini Maarof and Anazida Zainal. “Optimization of Stepping Stone Algorithm: Packet Capturing Step.” Jurnal Teknologi Siri D, No. 44 Jun 2006

14. S. M. Shamsuddin, A. Zainal, SA HalimSistem Kebal Buatan untuk Pengecaman Digit (Artificial Immune System for Digit Recognization). Sains Malaysiana 34 (1), 2005, 93-99. 2005.

H INDEX : 10 PROCEEDINGS/CONFERENCE 1. Nurudeen M. Ibrahim and Anazida Zainal. “A Model for Adaptive and Distributed Intrusion

Detection for Cloud Computing.” 7th ICT International Student Project Conference (ICT-ISPC), Bangkok Thailand, 11-13th July 2018, pp. 1-6.

2. Azreen Zaini and Anazida Zainal. “Exploiting DOM Mutation for the Detection of Ad-Injecting Browser Extension.” The 3rd. International Conference of Reliable Information and Communication Technology, 23 – 24 July 2018, Bangi, Selangor, Malaysia. Springer, pp. 657-669

3. Raja Zahilah, Farhaj Tahir, Anazida Zainal, Abdul Hanan Abdullah, Abdul Samad Ismail. “Unified approach for operating system comparisons with windows OS case study.” IEEE Conference on Application, Information and Network Security (AINS). 2017, Pp. 91-96.

4. Fuad A Ghaleb, Anazida Zainal, Murad A Rassam, Fathey Mohammed. “An effective misbehavior detection model using artificial neural network for vehicular ad hoc network applications.” IEEE Conference on Application, Information and Network Security (AINS). 2017, pp. 13-18.

5. D. Gabi, A. S. Ismail, A. Zainal, Z Zakaria, A Al-Khasawneh. “ Cloud scalable multi-objective task scheduling algorithm for cloud computing using cat swarm optimization and simulated annealing.” IEEE 8th International Conference on Information Technology (ICIT), 2017, pp. 599-604.

6. Kassim, M. Nizam, Maarof, M. Aizaini, Zainal, Anazida and Wahab, A. Abdul. “Word Stemming Challenges in Malay Texts : A Literature Review.” In Proceedings of 4th International Conference on Information and Communication Technology (ICpICT) Bandung, Indonesia. May 25 – 27, 2016.

7. Mohd Nizam Kassim, Mohd Aizaini Maarof, Anazida Zainal, Amiruddin A Wahab. “Malay Word Stemmer to Stem Standard and Slang Word Patterns on Social Media”. International Conference on Data Mining and Big Data, 2016, pp. 391-400.

8. Taqwa A. Alhaj, Anazida Zainal, Maheyzah M. Siraj. “Hidden features extraction using Independent Component Analysis for improved alert clustering”. Computer, Communications, and Control Technology (I4CT), 2015 International Conference on. 2015, pp. 511-514.

9. Fuad A. Ghaleb, Anazida Zainal and Murad A. Rassam. “Prediction-Based Message Trustworthiness Assessment Model for Vehicular Ad Hoc Networks” International Conference of Innovation in Science and Technology (ICRIL), 20 April, 2015, UTM-KL, Kuala Lumpur, Malaysia.

10. Taqwa Ahmed, Maheyzah M. Siraj, Anazida Zainal, Mazura M. Din. “A taxonomy on intrusion alert aggregation techniques”. International Symposium on Biometrics and Security Technologies (ISBAST), Kuala Lumpur, Malaysia, 2014, pp. 244-249.

11. Abunadi, A., Akanbi, O. and Zainal, A. “Feature Extraction Process : A Phishing Detection Approach.” In Proceedings of International Conference on Intelligent Systems Design and Applications (ISDA), Serdang Selangor, Malaysia. 2014, pp. 331-335.

12. Murad A. Rassam, Mohd Aizaini Maarof and Anazida Zainal, “A Novel Detection Framework for Wireless Sensor Networks.” IEEE 11th International Conference on Information Assurance and Security, 5 – 8th Dec, Melaka, Malaysia. 2011, pp. 350-353

13. Muhamad Najmi Zabidi, Mohd Aizaini Maarof and Anazida Zainal, “Ensemble based Categorization and Adaptation Model for Malware Detection.” IEEE 11thInternational Conference on Information Assurance and Security, 5 – 8th Dec, Melaka, Malaysia. 2011, pp. 80-85 2012

14. Zabidi, M.N.A., Maarof, M.A., Zainal, A."Challenges in high accuracy of malware detection.” Proceedings - 2012 IEEE Control and System Graduate Research Colloquium, ICSGRC 2012 ,Art. No. 6287147 , 2012, pp. 123-125

15. Zabidi, M.N.A., Maarof, M.A., Zainal, A. “Malware analysis with multiple features.” In Proceedings of 14th International Conference on Modeling and Simulation, UKSim2012 ,Art. No. 6205454 , 2012, pp.231-235.

16. Rassam, M.A., Zainal, A., Maarof, M.A. “One-class principal component classifier for anomaly detection in wireless sensor network.” In Proceedings of the 2012 4th International Conference on Computational Aspects of Social Networks, CASoN2012 ,Art. No. 6412414 , 2012, pp. 271-276.

17. Murad A. Rassam, AnazidaZainal and Mohd Aizaini Maarof.“One-Class Principal Component Classifier for Anomaly Detection in Wireless Sensor Network.”IEEE 12thInternational Conference on Information Assurance and Security, 5 – 8th Dec, Melaka, Malaysia. 2011, pp. 350-353.

18. Anazida Zainal, Den Fairol Samaon, Mohd Aizaini Maarof and Siti Mariyam Shamsuddin." Subclustering FcM with Resampling for Anomaly Intrusion Detection." In Proceedings of The 5th IEEE International Conference on Information Assurance & Security, Xian, China, 2009.

19. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam Samsuddin.“Data Reduction and Ensemble Classifiers in Intrusion Detection.” In IEEE Proceedings of AMS - Asia Modelling Symposium, Equatorial 13-15 May 2008.

20. Anazida Zainal, Mohd Aizaini Maarof, Siti Mariyam Samsuddin and Ajith Abraham, “Ensemble of One-class Classifiers for Network Intrusion Detection.” IEEE Proceedings for Information Assurance and Security Conference, 8th – 10th September 2008, Naples, Italy. IEEE Society, pp. 180 – 185.

21. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam Samsuddin.“Finding Granular Features Using Rough-PSO in IDS.” In Proceedings of CITA 2007 July 10-12 Hilton Hotel Kuching, Sarawak. Pp. 51-57

22. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam Samsuddin. “Feature Selection Using Rough Set in Intrusion Detection.” In Proceedings of IEEE TENCON 2006 Hongkong 14-17 November, 2006. Hongkong Convention Center.

THESIS Anazida Zainal, “An Adaptive Intrusion Detection Model For Dynamic Network Traffic Patterns Using Machine Learning Techniques”, Ph.D. Thesis, Universiti Teknologi Malaysia, Skudai, Johor (2011). BOOK CHAPTER 1. Danlami Gabi, Abd Samad Ismail, Anazida Zainal, Zalmiyah Zakaria. “Quality of Service (QoS) Task

Scheduling Algorithm with Taguchi Orthogonal Approach for Cloud Computing Environment”. International Conference of Reliable Information and Communication Technology, Springer, 2017, pp. 641-649.

2. Ahlam H. Mohdin, KA Bakar, Anazida Zainal. “Adaptive Hybrid Geo-casting Routing Protocol for Mobile Ad hoc Networks”. International Conference of Reliable Information and Communication Technology, Springer, 2017, pp. 93-99.

3. Fuad A. Ghaleb, Anazida Zainal, Murad A. Rassam, Faisal Saeed. “Two Stage Integration of GPS, Kinematic Information, and Cooperative Awareness Messages Using Cascaded Kalman Filters”.

International Conference of Reliable Information and Communication Technology, Springer, 2017 pp. 171-179.

4. Maktabar, M., Zainal, A., Maarof, M. A. and Kassim, N. “Content Based Farudulent Website Detection Using Supervised Machine Learning Tecniques.” International Conference of Hybrid Intelligent System, Springer, 2017, pp. 294-304.

5. Mohd Nizam Kassim, Mohd Aizaini Maarof, Anazida Zainal and Amirudin Abdul Wahab. “Enhanced Rules Application Order to Stem Affixation, Reduplication and Compounding Words in Malay Texts.” Knowledge Management and Acquisition for Intelligent Systems, LNCS Springer. Vol 9806. 2016, pp 71-85.

6. Nurfazrina Mohd Zamry, Anazida Zainal, Murad A. Rassam, Majid Bakhtiari and Mohd Aizaini Maarof. “Selection of Soil Features for Detection of Ganoderma Using Rough Set Theory.” Advances in Intelligent Systems and Computing Series, Springer Verlag. Vol 355, 2015, pp. 303-314.

7. Hafsah Salam, Mohd Aizaini Maarof and Anazida Zainal. “Design Consideration for Improved Term Weighting Scheme for Pornographic Web Sites.” Advances in Intelligent Systems and Computing Series, Springer Verlag. Vol 355, 2015, pp. 275-285.

8. Nurfazrina Mohd Zamry, Anazida Zainal and Mohd Aizaini Maarof. “Islamic Web Content Filtering and Categorization on Deviant Teaching.” Advances in Intelligent Systems and Computing. LNCS, Springer Verlag, 2014, pp. 667-678.

9. Bibi Masoomeh Aslahi Shahri, Saeed Khorashadi Zadeh, Ikuesan R. Adeyemi, and Anazida Zainal. “Comparative Analysis of Gravitational Search Algorithm and K-Means Clustering Algorithm for Intrusion Detection System.”D. Nagamalai et al. (Eds.): Adv. in Comput. Sci., Eng. & Info. Technology., AISC 225, Springer International Publishing Switzerland, 2013, pp. 307–316.

10. Ikuesan R. Adeyemi, Shukor Abd Razak, Anazida Zainal, and NorAmira Nor Azhan. “A Digital Forensic Investigation Model for Insider Misuse.” D. Nagamalai et al. (Eds.): Adv. in Comput. Sci., Eng. & Inf. Technology., AISC 225, Springer International Publishing Switzerland, 2013, pp. 293–305.

11. Anazida Zainal, Mohd Aiziaini Maarof, Siti Mariyam Shamsunddin and Ajith Abraham.“Design of Adaptive IDS with Regulated Retraining Approach.”1st Conference on Advanced Machine Learning and Applications (AMLTA 2012).” Cairo, Egypt. 6th – 8th Dec 2012. Springer Verlag

12. Anazida Zainal, Mohd Aizaini Maarof and Siti Mariyam Shamsuddin.“Feature Selection Using RoughDPSO in Anomaly Intrusion Detection.” ICCSA 2007, LNCS 4705, Part I. Springer-Verlag Berlin Heildelberg 2007.pp. 512-524

EXPERT REPORT i) Anazida Zainal, “Text Mining and Visualization Techniques to Describe Potentially Cyber Crime Activities

Using Forum Q&A Platform”. Technical Report submitted to Cyber Security Responsive Services Division, CyberSecurity Malaysia (CSM), Dec 2017.

ii) Anazida Zainal, “Social Network Analysis and Tweets Visualization Techniques to Describe Zero-Day Exploits Info Updates Using Twitter Platform”. Technical Report submitted to Cyber Security Responsive Services Division, CyberSecurity Malaysia (CSM), Dec 2017.

INVITED SPEAKER/RESEARCHER i) Visiting Researcher at Faculty of Computing and Information Technology, King Abdul Aziz University in

Rabigh (Ladies Section), KSA. Dec 2010 (one month) ii) Anazida Zainal, “Artificial Immune System”. Lecture given to faculty members at Faculty of Computing

and Information Technology, King Abdul Aziz University in Rabigh, KSA. Dec 2010 iii) Mohd Aizaini Maarof, Syed Zainudeen Mohd Shaid and Anazida Zainal. “Internet and Safety.” IKRAM

Johor, 2015. iv) Anazida Zainal, “Security Analytics : UTM-CSM X-Lab Experience”. Cyber Security X-Lab Education Series

for Johor State, 11th Sept 2017.

v) Anazida Zainal, “Research Design (Investigation of Design) & Data Collection.” Lecture given at Postgraduate Seminar, Faculty of Information Technology and Communications, Universiti Teknikal Malaysia Melaka, 4th May 2018.