Embed Size (px)
Citation preview
Bibliography
Scientific Paper
1. -----2. -----3. -----
???
Document Collection
Cites
Cited
Citing
Paper
Topic
Words
Paper
Topic
Words
Cites-schema
Paper P5Topic AI
Paper P4Topic Theory
Paper P2Topic Theory
Paper P3Topic AI
Paper P1Topic ???
Paper P5Topic AI
Paper P4Topic Theory
Paper P2Topic Theory
Paper P3Topic AI
Paper P1Topic ???
RegReg
RegRegCites
Cites-ru-skel
MovieM5
Genre foreign
Popularitylow
Decade1990s
MovieM4
Genre thriller
Popularitylow
Decade1990s
MovieM3
Genre foreign
Popularityhigh
Decade1990s
MovieM2
Genre thriller
Popularityhigh
Decade1990s
MovieM1
Genre thriller
Popularityhigh
Decade1990s
ShowsTheaterMovie
MovieM5
Genre foreign
Popularitylow
Decade1990s
MovieM3
Genre foreign
Popularityhigh
Decade1990s
MovieM4
Genre thriller
Popularitylow
Decade1990s
MovieM2
Genre thriller
Popularityhigh
Decade1990s
MovieM1
Genre thriller
Popularityhigh
Decade1990s
Movie.Genre = foreign Movie.Genre = thriller
M1 M2
TheaterTypeLocation M1 M2
2.0 8.0
m1 m2
1.0 9.0
Type
7.0 3.0megaplex
art theater
Profit
movie-ru.eps
CitesCitingCited
Paper
TopicWords
P1 P21.0 9.0
Topic
99.0 01.0 Theory
AI
Cite-ru.eps
Paper P1Topic Theory
Paper P1Topic Theory
Paper P1Topic Theory
Paper P1Topic Theory
Paper P1Topic Theory
Paper P4Topic Theory
Paper P2Topic Theory
Paper P1Topic Theory
Paper.Topic = Theory
P2
Paper.Topic = AI
P1Paper P5Topic AI Paper
P3Topic AI
Shows
Theater
SMovie
TheaterType
Location
MovieGenre
Profit
Popularity
Movie
STheater
Type IIIType IVType II
Type IIType III
Type I
Type V
Type V
Type
Location
Profit
SMovie
Genre
PopularityMovie
STheater
Theater
Document CollectionDocument Collection
? ??
Citation-eu.eps
Paper P5Topic AI
Paper P4Topic Theory
Paper P2Topic Theory
Paper P3Topic AI
Paper P1Topic ???
Paper P5Topic AI
Paper P4Topic Theory
Paper P2Topic Theory
Paper P3Topic AI
Paper P1Topic ???
???
Cite-eu-skel.eps
Cites
PaperTopicWords
PaperTopicWords
Exists
Citer.Topic Cited.Topic
0.995 0005 Theory Theory
False True
AI Theory 0.999 0001
AI AI 0.993 0008
AI Theory 0.997 0003
Cites-eu.eps
Experiment II: Prediction
Paper P506
Paper P516Topic Reinforcement LearningWords
…Paper P1309Topic Probabilistic ReasoningWords
…Paper P289Topic Reinforcement LearningWords
…
Cited Papers
Paper P134Topic Reinforcement LearningWords
…Paper P1067Topic Reinforcement LearningWords
…
Citing Papers
Topic ??
w1 wN. . .
Domains
Cites
Exists
PaperTopic
w1 wN. . .
PaperTopic
w1 wN. . .
cited paper citing paper
Cora Dataset, McCallum, et. al
Link
Exists
Web PageCategory
w1 wN. . .
Category
w1 wN. . .
From Page To Page
Web Page
WebKB, Craven, et. al
Naïve-bayesRU Citing RU Cited ExistsCora 0.75 0.81 0.79 0.85WebKB 0.74 0.78 0.77 0.82
0.65
0.7
0.75
0.8
0.85
0.9
Cora WebKB
Acc
ura
cy
Naive-Bayes
RU Citing
RU Cited
Exists
