Link prediction in relational data

Advances in Neural Information Processing Systems

Volumn , Issue , 2004, Pages

  Taskar, Ben ^a   Wong, Ming Fai ^a   Abbeel, Pieter ^a   Koller, Daphne ^a  

^a STANFORD UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COLLECTIVE CLASSIFICATIONS; JOINT PROBABILISTIC; LINK LABELS; LINK PREDICTION; MARKOV NETWORKS; PROBABILISTIC PATTERNS; REAL WORLD DOMAIN; RELATIONAL DATA;

FORECASTING;

EID: 84898969742     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. L. Adamic, O. Buyukkokten, and E. Adar. A social network caught in the web. http://www.hpl.hp.com/shl/papers/social/, 2002.
2. M. Craven, D. Di Pasquo, D. Freitag, A. McCallum, T. Mitchell, K. Nigam, and S. Slattery. Learning to extract symbolic knowledge from the world wide web. In Proc. AAAI, 1998.
3. S. Della Pietra, V. Della Pietra, and J. Lafferty. Inducing features of random fields. IEEE Trans. on Pattern Analysis and Machine Intelligence, 19(4):380-393, 1997.
4. L. Egghe and R. Rousseau. Introduction to Informetrics. Elsevier, 1990.
5. L. Getoor, N. Friedman, D. Koller, and B. Taskar. Probabilistic models of relational structure. In Proc. ICML, 2001.
6. L. Getoor, E. Segal, B. Taskar, and D. Koller. Probabilistic models of text and link structure for hypertext classification. In IJCAI Workshop on Text Learning: Beyond Supervision, 2001.
7. R. Ghani, S. Slattery, and Y. Yang. Hypertext categorization using hyperlink patterns and meta data. In Proc ICML, 2001.
8. J. M. Kleinberg. Authoritative sources in a hyperlinked environment. JACM, 46(5):604-632, 1999.
9. D. Koller and A. Pfeffer. Probabilistic frame-based systems. In Proc. AAAI98, pages 580-587, 1998.
10. Nada Lavrǎc and Saso Ďzeroski. Inductive Logic Programming: Techniques and Applications. Ellis Horwood, 1994.
11. J. Neville and D. Jensen. Iterative classification in relational data. In AAAI Workshop on Learning Statistical Models from Relational Data, 2000.
12. L. Page, S. Brin, R. Motwani, and T. Winograd. The pagerank citation ranking: Bringing order to the web. Technical report, Stanford University, 1998.
13. J. Pearl. Probabilistic Reasoning in Intelligent Systems. Morgan Kaufmann, 1988.
14. B. Taskar, P. Abbeel, and D. Koller. Discriminative probabilistic models for relational data. In Proc. UAI, 2002.
15. B. Taskar, E. Segal, and D. Koller. Probabilistic classification and clustering in relational data. In Proc. IJCAI, pages 870-876, 2001.
16. S. Wasserman and P. Pattison. Logit models and logistic regression for social networks. Psychometrika, 61(3):401-425, 1996.
17. J. Yedidia, W. Freeman, and Y. Weiss. Generalized belief propagation. In Proc. NIPS, 2000.