Discovery-oriented collaborative filtering for improving user satisfaction

International Conference on Intelligent User Interfaces, Proceedings IUI

Volumn , Issue , 2009, Pages 67-76

  Hijikata, Yoshinori ^a   Shimizu, Takuya ^a   Nishida, Shogo ^a  

^a OSAKA UNIVERSITY   (Japan)

Author keywords

Collaborative filtering; Discovery ratio; Novelty; Profile of acquaintance

Indexed keywords

COLLABORATIVE FILTERING; COLLABORATIVE FILTERING TECHNIQUES; DISCOVERY RATIO; NOVELTY; PROFILE OF ACQUAINTANCE; RECOMMENDER SYSTEMS; USER SATISFACTION;

USER INTERFACES;

SIGNAL FILTERING AND PREDICTION;

EID: 71049189625     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1502650.1502663     Document Type: Conference Paper

References (28)

1. Adomavicius, G., et al.: 2005, 'Incorporating contextual information in recommender systems using a multidimensional approach'. ACM Transactions on Information Systems 23(1), 103-145.
2. Ardissono, L., et al.: 2001, 'Tailoring the recommendation of tourist information to heterogeneous user groups'. Proc. of AH2001, LNCS 2266, pp. 280-295.
3. Bilgic, M. and R.J. Mooney: 2005, 'Explaining recommendations: satisfaction vs. promotion'. In Beyond Personalization Workshop, IUI'05.
4. Bonhard, P., et al.: 2006, 'Accounting for taste: using profile similarity to improve recommender systems'. Proc. of CHI'06, pp. 1057-1066.
5. Breese, J., D. Heckerman, and C. Kadie: 1998, 'Empirical analysis of predictive algorithms for collaborative filtering'. Proc. of UAI'98, pp. 43-52.
6. Deshpande, M. and G. Karypis: 2004, 'Item-based top-n recommendation algorithms'. ACM Transactions on Information Systems 22(1), 143-177.
7. Fujimori, H., et al.: 2004, 'Visualizing neighborhood for collaborative filtering'. Proc. of WISS 2004, pp. 25-30.
8. Goldberg, D., et al.: 1992, 'Using collaborative filtering to weave an information tapestry'. Comm. of the ACM 35(12), 61-70.
9. Herlocker, J., et. al: 1999, 'An algorithmic framework for performing collaborative filtering'. Proc. of SIGIR'99, pp. 230-237.
10. Herlocker, J.L., Konstan, J.A. and Riedl, J.: 2000, 'Explaining collaborative filtering recommendations'. Proc. of CSCW2000, pp. 241-250.
11. Herlocker, J., et al.: 2004, 'Evaluating collaborative filtering recommender systems'. ACM Transactions on Information Systems 22(1), 5-53.
12. Hill, W., et al.: 1995, 'Recommending and evaluating choices in a virtual community of use'. Proc. of CHI'95, pp. 194-201.
13. Japanese Society for Rights of Authors, Composers and Publishers (JASRAC). http://www.jasrac.or.jp/.
14. Kato, Y., Kawaguchi, K. and Hakozaki, K.: 2005, 'A recommender system indicating accurate and subconscious items for on-line shopping'. Journal of IPSJ 46 (No. SIG13(TOD 27)), 53-64.
15. Linden, G., Smith, B., and York, J.: 2003, 'Amazon.com recommendations: item-to-item collaborative filtering'. IEEE Internet Computing 4(1), 76-80.
16. McCarthy, K., et al.: 2005, 'Experiments in dynamic critiquing'. Proc. of IUI'05, pp. 175-182.
17. McNee, S.M., et al.: 2003, 'Confidence displays and training in recommender systems'. Proc. of INTERACT '03, pp. 176-183.
18. Middleton, S., Shadbolt, N. and De Roure, D.: 2004, 'Ontological user profiling in recommender systems'. ACM Transactions on Infomation Systems 22(1), 54-88.
19. Ono, C., et. al: 2007, 'A Context-Aware Movie Preference Model Using a Bayesian Network for Recommendation and Promotion'. Proc. of UM 2007, LNCS Vol. 4511, pp. 257-266.
20. Otsubo, G.: 2005, 'Gards - Information recommendation system which assumes ever changing human preference'. Proc. of WISS 2005, pp. 25-30.
21. Resnick, P., et al.: 1994, 'GroupLens: An open architecture for collaborative filtering of netnews'. Proc. of CSCW'94, pp. 175-186.
22. Resnick, P. and Varian, H.: 1997, 'Recommender systems'. Comm. of the ACM 40(3), 56-58.
23. Riecken, D.: 2000, 'Personalized views of personalization'. Comm. of the ACM 43(8), 26-158.
24. Sarwar, B., et al.: 2000, 'Application of dimensionality reduction in recommender systems'. Proc. of ACM WebKDD Workshop.
25. Sarwar, B., et al.: 2001, 'Item-based collaborative filtering recommendation algorithms'. Proc. of WWW2001, pp. 285-295.
26. Shardanand, U. and Maes, P.: 1995, 'Social information filtering: Algorithms for automating 'word of mouth". Proc. of CHI'95, pp. 210-217.
27. Tintarev, N. and Masthoff, J. 'A survey of explanations in recommender systems'. In IEEE 3rd International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces: 2007.
28. Ziegler, C., et al.: 2005, 'Improving recommendation lists through topic diversification'. Proc. of WWW2005, pp. 22-32.