Trust prediction via aggregating heterogeneous social networks

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages 1774-1778

  Huang, Jin ^a   Nie, Feiping ^a   Huang, Heng ^a   Tu, Yi Cheng ^b  

^a UNIVERSITY OF TEXAS AT ARLINGTON   (United States)

^b UNIVERSITY OF SOUTH FLORIDA   (United States)

Author keywords

nonnegative matrix factorization; social network; transfer learning; trust prediction

Indexed keywords

AUXILIARY FUNCTIONS; AUXILIARY GRAPH; BREAK DOWN; DATA SPARSITY; GRAPH STRUCTURES; LEARNING MODELS; LINK PREDICTION; NONNEGATIVE MATRIX FACTORIZATION; OBJECTIVE FUNCTIONS; ONLINE ACTIVITIES; PREDICTION TASKS; REAL WORLD DATA; SOCIAL NETWORKS; SUB-PROBLEMS; TRANSFER LEARNING; USER GROUPS;

BEHAVIORAL RESEARCH; FORECASTING; KNOWLEDGE MANAGEMENT; SOCIAL NETWORKING (ONLINE);

TOPOLOGY;

EID: 84871041326     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2396761.2398515     Document Type: Conference Paper

References (16)

1. P. Bedi, H. Kaur, and S. Marwaha. Trust based recommender system for semantic web. In Proceedings of the 20th International Joint Conference on Artificial Intelligence, pages 2677-2682, 2007.
2. D. Billsus and M. J. Pazzani. Learning collaborative information filters. In Proceedings of the Fifteenth International Conference on Machine Learning, pages 46-54, 1998.
3. S. Boyd and L. Vandenberghe. Convex optimization. Cambridge University Press, Cambridge, 2004.
4. E. Candès and B. Recht. Exact matrix completion via convex optimization. Communications of the ACM, 55(6):111-119, 2012.
5. D. Crandall, D. Cosley, D. Huttenlocher, J. Kleinberg, and S. Suri. Feedback effects between similarity and social influence in online communities. In Proceedings of 14th ACM SIGKDD International Conference On Knowledge Discovery and Data Mining, pages 160-168, 2008.
6. J. Davis and M. Goadrich. The relationship between precision-recall and roc curves. In Proceedings of the Twenty-Third International Conference on Machine Learning, pages 233-240, 2006.
7. C. Ding, T. Li, and M. Jordan. Convex and semi-nonnegative matrix factorization. IEEE Transactions on PAMI, 32(1):45-55, 2010.
8. R. Guha, R. Kumar, P. Raghavan, and A. Tomkins. Propagation of trust and distrust. In Proceedings of Thirteenth International World Wide Web Conference, pages 403-412, 2004.
9. X. He and P. Niyogi. Locality preserving projections. In Proceedings of Seventeenth Annual Conference on Neural Information Processing Systems, pages 153-160, 2003.
10. G. Jeh and J. Widom. A measure of structural-context similarity. In Proceedings of 8th ACM SIGKDD International Conference On Knowledge Discovery and Data Mining, pages 538-543, 2002.
11. S. Kamvar, M. Schlosser, and H. Garcia-Molina. The eigentrust algorithm for reputation management in p2p networks. In Proceedings of Twelfth International World Wide Web Conference, pages 640-651, 2003.
12. D. Lee and H. Seung. Algorithms for non-negative matrix factorization. In Proceedings of Fourteenth Annual Conference on Neural Information Processing Systems, pages 556-562, 2000.
13. P. Massa and P. Avesani. Trust-aware recommender systems. In ACM RecSys, pages 17-24, 2007.
14. P. Massa and P. Avesani. Trust metrics in recommender systems. Computing with Social Trust. Springler, 2009.
15. M. McPherson, L. Smith-Lovin, and J. Cook. Birds of a feather: Homophily in social networks. Annual Review of Sociology, 27, 2001.
16. Z. Wen and C. Lin. On the quality of inferring interests from social neighbors. In Proceedings of 16th ACM SIGKDD International Conference On Knowledge Discovery and Data Mining, pages 373-382, 2010.