Location recommendation for out-of-town users in location-based social networks

International Conference on Information and Knowledge Management, Proceedings

Volumn , Issue , 2013, Pages 721-726

  Ference, Gregory ^a,b   Ye, Mao ^a,c   Lee, Wang Chien ^a  

^a PENNSYLVANIA STATE UNIVERSITY   (United States)

^b GOOGLE INC   (United States)

^c Klout ^*  (United States)

Author keywords

Collaborative Filtering; Location recommendation; Location based social networks; Recommender systems

Indexed keywords

COLLABORATIVE RECOMMENDATION; GEOGRAPHICAL PROXIMITY; LOCATION-BASED SOCIAL NETWORKS; MOBILE USERS; REAL DATA SETS; SOCIAL INFLUENCE; SOCIAL-BASED;

COLLABORATIVE FILTERING; ECONOMIC AND SOCIAL EFFECTS; KNOWLEDGE MANAGEMENT; RECOMMENDER SYSTEMS; SOCIAL NETWORKING (ONLINE);

LOCATION BASED SERVICES;

EID: 84889606960     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2505515.2505637     Document Type: Conference Paper

References (18)

1. G. Adomavicius and A. Tuzhilin. Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. IEEE TKDE, 17(6):734-749, 2005.
2. B. Berjani and T. Strufe. A recommendation system for spots in location-based online social networks. In Proceedings of the 4th Workshop on Social Network Systems, pages 4:1-4:6, 2011.
3. E. Cho, S. A. Myers, and J. Leskovec. Friendship and mobility: user movement in location-based social networks. In SIGKDD, pages 1082-1090, 2011.
4. C.-Y. Chow, J. Bao, and M. Mokbel. Towards location-based social networking services. In LBSN, 2010.
5. T. Horozov, N. Narasimhan, and V. Vasudevan. Using location for personalized poi recommendations in mobile environments. In SAINT, pages 124-129, 2006.
6. I. Konstas, V. Stathopoulos, and J. M. Jose. On social networks and collaborative recommendation. In SIGIR, July 19-23 2009.
7. J. J. Levandoski, M. Sarwat, A. Eldawy, and M. F. Mokbel. Lars: A location-aware recommender system. In ICDE, 2012.
8. N. Li and G. Chen. Analysis of a location-based social network. In CSE, pages 263-270, 2009.
9. P. J. Ludford, R. Priedhorsky, K. Reily, and L. Terveen. Capturing, sharing, and using local place information. In CHI, pages 1235-1244, 2007.
10. M. McPherson, L. Smith-Lovin, and J. M. Cook. Birds of a feather: Homophily in social networks. Annual Review of Sociology, 27:415-444, August 2001.
11. B. Sarwar, G. Karypis, J. Konstan, and J. Reidl. Item-based collaborative filtering recommendation algorithms. In WWW, May 2001.
12. S. Scellato and C. Mascolo. Measuring user activity on an online location-based social network. In NetSciCom, 2011.
13. S. Scellato, A. Noulas, R. Lambiotte, and C. Mascolo. Socio-spatial properties of online location-based social networks. In ICWSM, 2011.
14. Y. Takeuchi and M. Sugimoto. Cityvoyager: An outdoor recommendation system based on user location history. In Ubiquitous Intelligence and Computing, 2006.
15. M. Ye, P. Yin, and W.-C. Lee. Location recommendation for location-based social networks. In GIS, November 02-05 2010.
16. M. Ye, P. Yin, W.-C. Lee, and D.-L. Lee. Exploiting geographical influence for collaborative point-of-interest recommendation. In SIGIR, July 24-28 2011.
17. Q. Yuan, S. Zhao, L. Chen, S. Ding, X. Zhang, and W. Zheng. Augmenting collaborative recommender by fusing explicit social relationships. In RecSys, pages 49-56, 2009.
18. V. W. Zheng, Y. Zheng, X. Xie, and Q. Yang. Towards mobile intelligence: Learning from gps history data for collaborative recommendation. AI, 184-185:17-37, June 2012.