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?. ?. ?. Bibliography. 1. ----- 2. ----- 3. -----. Scientific Paper. Document Collection. Paper. Paper. Topic. Topic. Cites. Words. Words. Cited. Citing. Cites-schema. Paper P2 Topic Theory. Paper P2 Topic Theory. Paper P5 Topic AI. Paper P5

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Presentation Transcript
slide1

?

?

?

Bibliography

1. -----

2. -----

3. -----

Scientific Paper

Document Collection

slide2

Paper

Paper

Topic

Topic

Cites

Words

Words

Cited

Citing

Cites-schema

slide3

Paper

P2

Topic

Theory

Paper

P2

Topic

Theory

Paper

P5

Topic

AI

Paper

P5

Topic

AI

Paper

P4

Topic

Theory

Paper

P4

Topic

Theory

Paper

P3

Topic

AI

Paper

P3

Topic

AI

Paper

P1

Topic

???

Paper

P1

Topic

???

Reg

  • Reg

Reg

  • Reg
  • Cites

Cites-ru-skel

slide4

movie-ru.eps

  • Movie
    • M5
  • Genre
    • foreign
  • Popularity
    • low
  • Decade
    • 1990s
  • Movie
    • M4
  • Genre
    • thriller
  • Popularity
    • low
  • Decade
    • 1990s
  • Movie
    • M3
  • Genre
    • foreign
  • Popularity
    • high
  • Decade
    • 1990s
  • Movie
    • M2
  • Genre
    • thriller
  • Popularity
    • high
  • Decade
    • 1990s
  • Movie
    • M1
  • Genre
    • thriller
  • Popularity
    • high
  • Decade
    • 1990s

M1

M2

0

0

0

0

0

0

.

.

.

.

.

.

2

1

8

7

3

9

  • Movie
    • M4
  • Genre
    • thriller
  • Popularity
    • low
  • Decade
    • 1990s
  • Movie
    • M5
  • Genre
    • foreign
  • Popularity
    • low
  • Decade
    • 1990s
  • Movie
    • M2
  • Genre
    • thriller
  • Popularity
    • high
  • Decade
    • 1990s
  • Movie
    • M3
  • Genre
    • foreign
  • Popularity
    • high
  • Decade
    • 1990s
  • Movie
    • M1
  • Genre
    • thriller
  • Popularity
    • high
  • Decade
    • 1990s

M2

M1

Movie.Genre = foreign

Movie.Genre = thriller

Theater

Type

m1

m2

Type

Shows

Location

Theater

megaplex

Movie

art theater

Profit

slide5

P1

Paper

P5

Topic

AI

Paper

P4

Topic

Theory

Paper

P2

Topic

Theory

Paper

P3

Topic

AI

Paper

P1

Topic

Theory

P2

Paper.Topic = AI

Paper.Topic = Theory

0

0

0

0

.

.

.

.

99

1

9

01

Cite-ru.eps

Paper

P1

Topic

Theory

Paper

P1

Topic

Theory

Paper

P1

Topic

Theory

Paper

P1

Topic

Theory

Paper

P1

Topic

Theory

Paper

Topic

Cites

P1

P2

Topic

Words

Theory

Citing

Cited

AI

slide6

Theater

Movie

Shows

Type

Genre

Theater

Popularity

Location

S.Movie

Decade

Profit

slide7

Type

Genre

Type I

Type III

Decade

S.Movie

Location

Popularity

Type II

Type I

Profit

slide8

?

?

?

Citation-eu.eps

Document Collection

Document Collection

slide9

Paper

P2

Topic

Theory

Paper

P2

Topic

Theory

Paper

P5

Topic

AI

Paper

P5

Topic

AI

Paper

P4

Topic

Theory

Paper

P4

Topic

Theory

Paper

P3

Topic

AI

Paper

P3

Topic

AI

Paper

P1

Topic

???

Paper

P1

Topic

???

???

Cite-eu-skel.eps

slide10

Theory

Theory

0.995

0005

Theory

AI

0.999

0001

AI

Theory

0.997

0003

AI

AI

0.993

0008

Cites-eu.eps

Paper

Paper

Topic

Topic

Cites

Words

Words

Exists

False

True

Cited.Topic

Citer.Topic

experiment ii prediction

Paper

  • P516
  • Topic
  • Reinforcement Learning
  • Words
  • Paper
  • P134
  • Topic
  • Reinforcement Learning
  • Words
  • Paper
  • P1309
  • Topic
  • Probabilistic Reasoning
  • Words
  • Paper
  • P1067
  • Topic
  • Reinforcement Learning
  • Words
  • Paper
  • P289
  • Topic
  • Reinforcement Learning
  • Words

Citing Papers

Cited Papers

Experiment II: Prediction
  • Paper
  • P506

Topic ??

. . .

w1

wN

domains
Domains

Paper

Paper

Topic

Topic

Cites

. . .

. . .

w1

wN

w1

wN

Exists

cited paper

citing paper

Cora Dataset, McCallum, et. al

Web Page

Web Page

Category

Category

Link

. . .

. . .

w1

wN

w1

wN

Exists

From Page

To Page

WebKB, Craven, et. al