Recommending interest groups to social media users by incorporating heterogeneous resources

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7906 LNAI, Issue , 2013, Pages 361-371

  Zeng, Wei ^a,b   Chen, Li ^a  

^a HONG KONG BAPTIST UNIVERSITY   (Hong Kong)

^b UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

friendship; matrix factorization; Recommending groups; regularization; user item preferences

Indexed keywords

FRIENDSHIP; MATRIX FACTORIZATIONS; RECOMMENDING GROUPS; REGULARIZATION; USER-ITEM PREFERENCES;

ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE;

INTELLIGENT SYSTEMS;

EID: 84881386038     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-38577-3_37     Document Type: Conference Paper

References (11)

1. Backstrom, L., Huttenlocher, D., Kleinberg, J., Lan, X.: Group formation in large social networks: membership, growth, and evolution. In: Proc. KDD 2006, pp. 44-54. ACM, New York (2006)
2. Chen, W.-Y., Chu, J.-C., Luan, J., Bai, H., Wang, Y., Chang, E.Y.: Collaborative filtering for orkut communities: discovery of user latent behavior. In: Proc. WWW 2009, pp. 681-690. ACM (2009)
3. Chen, W.-Y., Zhang, D., Chang, E.Y.: Combinational collaborative filtering for personalized community recommendation. In: Proc. KDD 2008, pp. 115-123. ACM (2008)
4. Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: Proc. ICDM 2008, pp. 263-272. IEEE Computer Society (2008)
5. Jamali, M., Ester, M.: A matrix factorization technique with trust propagation for recommendation in social networks. In: Proc. RecSys 2010, pp. 135-142. ACM (2010)
6. Kairam, S.R., Wang, D.J., Leskovec, J.: The life and death of online groups: predicting group growth and longevity. In: Proc. WSDM 2012, pp. 673-682. ACM, New York (2012)
7. Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42, 30-37 (2009)
8. Ma, H., Yang, H., Lyu, M.R., King, I.: Sorec: social recommendation using probabilistic matrix factorization. In: Proc. CIKM 2008, pp. 931-940. ACM (2008)
9. Ma, H., Zhou, D., Liu, C., Lyu, M.R., King, I.: Recommender systems with social regularization. In: Proc. WSDM 2011, pp. 287-296. ACM (2011)
10. Vasuki, V., Natarajan, N., Lu, Z., Dhillon, I.S.: Affiliation recommendation using auxiliary networks. In: Proc. RecSys 2010, pp. 103-110. ACM (2010)
11. Yuan, Q., Chen, L., Zhao, S.: Factorization vs. regularization: fusing heterogeneous social relationships in top-n recommendation. In: Proc. RecSys 2011, pp. 245-252. ACM (2011)