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Bibliography

?. ?. ?. 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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Bibliography

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  1. ? ? ? Bibliography 1. ----- 2. ----- 3. ----- Scientific Paper Document Collection

  2. Paper Paper Topic Topic Cites Words Words Cited Citing Cites-schema

  3. 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

  4. 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

  5. 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

  6. Theater Movie Shows Type Genre Theater Popularity Location S.Movie Decade Profit

  7. Type Genre Type I Type III Decade S.Movie Location Popularity Type II Type I Profit

  8. ? ? ? Citation-eu.eps Document Collection Document Collection

  9. 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

  10. 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

  11. 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

  12. 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

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