A HITS-based POI recommendation algorithm for location-based social networks

Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2013

Volumn , Issue , 2013, Pages 642-647

  Long, Xuelian ^a   Joshi, James ^a  

^a UNIVERSITY OF PITTSBURGH   (United States)

Author keywords

Geo Social Networks; HITS; Location Based Social Networks; Recommendation

Indexed keywords

ALGORITHMS; DATA PROCESSING; SOCIAL NETWORKING (ONLINE);

GEO-SOCIAL NETWORKS; HITS; HYPERTEXT INDUCED TOPIC SEARCH; LOCATION INFORMATION; LOCATION-BASED SOCIAL NETWORKS; RECOMMENDATION; RECOMMENDATION ALGORITHMS; SOCIAL RELATIONSHIPS;

LOCATION BASED SERVICES;

EID: 84893215037     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2492517.2492652     Document Type: Conference Paper

References (18)

1. B. Berjani and T. Strufe, "A recommendation system for spots in location-based online social networks, " in Proc. SNS'11, Salzburg, Austria, Apr. 2011.
2. (2012) Foursquare nears 20 million users and crowley talks about his co-founder's recent departure. [Online]. Available: http://articles. businessinsider.com/2012-03- 10/tech/31142426 1 foursquare-sxsw-dennis-crowley
3. (2012) 200m users include location in facebook posts; company looks to expand location apis. [Online]. Available: http://www.insidefacebook.com/2012/ 04/05/200m-users-includelocation- in-facebook-posts-company-looks-to-expand- location-apis/
4. G. Adomavicius and A. Tuzhilin, "Towards the next generation of recommender systems: A survey of the state-of-the-art and possible extensions, " IEEE TDSC, vol. 17, no. 6, pp. 734-749, 2005.
5. D. Almazro, G. Shahatah, L. Albdulkarim, M. Kherees, R. Martinez, and W. Nzoukou, "A survey paper on recommender systems, " Arxiv preprint, 2010. [Online]. Available: http://arxiv.org/abs/1006.5278v4
6. A. Noulas, S. Scellato, N. Lathia, and C. Mascolo, "A random walk around the city: New venue recommendation in location-based social networks, " in Proc. IEEE SocialCom'12, Amsterdam, The Netherlands, Sep. 2012, pp. 144-153.
7. D. Crandall, D. Cosley, D. Huttenlocher, J. Kleinberg, , and S. Suri, "Feedback effects between similarity and social influence in online communities, " in Proc. ACM SIGKDD'08, 2008, pp. 160-168.
8. M. Jamali and M. Ester, "Trustwalker: A random walk model for combining trust-based and item-based recommendation, " in Proc. ACM SIGKDD'09, 2009, pp. 397-406.
9. M. Ye, P. Yin, and W.-C. Lee, "Location recommendation in locationbased social networks, " in Proc. ACM SIGSPATIAL GIS'10, San Jose, CA, USA, 2010, pp. 458-461.
10. Y. Zheng, L. Zhang, X. Xie, and W.-Y. Ma, "Mining interesting locations and travel sequences from gps trajectories, " in Proc. WWW'09, Madrid, Spain, Apr. 2009, pp. 791-800.
11. V. W. Zheng, Y. Zheng, X. Xie, and Q. Yang, "Collaborative location and activity recommendations with gps history data, " in Proc. WWW'10, Raleigh, NC, USA, Apr. 2010, pp. 1029-1038.
12. K. W.-T. Leung, D. L. Lee, and W.-C. Lee, "Clr: A collaborative location recommendation framework based on co-clustering, " in Proc. ACM SIGIR'11, Jul. 2011, pp. 305-314.
13. J. J.-C. Ying, E. H.-C. Lu, W.-N. Kuo, and V. S. Tseng, "Urban point-ofinterest recommendation by mining user check-in behaviors, " in Proc. UrbComp'12, Aug. 2012, pp. 63-70.
14. S. Scellato, A. Noulas, and C. Mascolo, "Exploiting place features in link prediction on location-based social networks, " in Proc. ACM SIGKDD'11, Dec. 2011, pp. 1046-1054.
15. S. Scellato, A. Noulas, R. Lambiotte, and C. Mascolo, "Sociospatial properties of online location-based social networks, " in Proc. ICWSM'11, 2011.
16. A. Noulas, S. Scellato, N. Lathia, and C. Mascolo, "Mining user mobility features for next place prediction in location-based services, " in Proc. IEEE ICDM'12, Brussels, Belgium, Dec. 2012, pp. 1038-1043.
17. S. Ihara, Information theory for continuous systems. World Scientific, 1993.
18. J. M. Kleinberg, "Authoritative sources in a hyperlinked environment, " Journal of the ACM, vol. 46, no. 5, pp. 604-632, 1999.