A random walk around the city: New venue recommendation in location-based social networks

Proceedings - 2012 ASE/IEEE International Conference on Privacy, Security, Risk and Trust and 2012 ASE/IEEE International Conference on Social Computing, SocialCom/PASSAT 2012

Volumn , Issue , 2012, Pages 144-153

  Noulas, Anastasios ^a   Scellato, Salvatore ^a   Lathia, Neal ^a   Mascolo, Cecilia ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

human mobility; location based social networks; recommender systems

Indexed keywords

CHECK-IN; FILTERING ALGORITHM; FREQUENCY DATA; HIGH QUALITY; HUMAN MOBILITY; LARGE-SCALE DATASETS; LATENT SPACE MODELS; LOCATION BASED; LOCATION-BASED SOCIAL NETWORKS; MOBILE LOCATION; MODEL-BASED OPC; NEW APPROACHES; ONLINE RECOMMENDER SYSTEMS; RANDOM WALK; SOCIAL NETWORKS; SOCIAL SERVICE; SOCIAL SYSTEMS; SOCIAL TIES; THREE FOLDS; USER MOBILITY;

MOBILE DEVICES; RANDOM PROCESSES; RECOMMENDER SYSTEMS; SOCIAL NETWORKING (ONLINE);

LOCATION BASED SERVICES;

EID: 84873640348     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SocialCom-PASSAT.2012.70     Document Type: Conference Paper

References (25)

1. G. Adomavicius and A. Tuzhilin. Towards the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions. IEEE TKDE, 17(6):734-749, June 2005
2. L. Backstrom and J. Leskovec. Supervised random walks: predicting and recommending links in social networks. In Proceedings of WSDM '11, pages 635-644, New York, NY, USA, 2011. ACM
3. R. Bell and Y. Koren. Scalable collaborative filtering with jointly derived neighborhood interpolation weights. In Proceedings of ICDM '07, pages 43-52. IEEE, 2007
4. E. Cho, S. A. Myers, and J. Leskovec. Friendship and mobility: user movement in location-based social networks. In Proceedings of KDD '11, pages 1082-1090, New York, NY, USA, 2011. ACM
5. E. Cho, S. A. Myers, and J. Leskovec. Friendship and mobility: user movement in location-based social networks. In Proceedings of KDD '11, pages 1082-1090, New York, NY, USA, 2011. ACM
6. J. Cranshaw, E. Toch, J. Hong, A. Kittur, and N. Sadeh. Bridging the Gap Between Physical Location and Online Social Networks. In Proceedings of UBICOMP '10, pages 119-128, New York, NY, USA, 2010. ACM
7. N. Eagle, A. S. Pentland, and D. Lazer. Inferring friendship network structure by using mobile phone data. PNAS, 106(36):15274-15278, September 2009
8. S. Funk. Netflix Update: Try This At Home. http://sifter.org/?simon/ journal/20061211.html, 2006
9. J. Golbeck. Computing With Social Trust. Springer, 2008
10. T. H. Haveliwala. Topic-sensitive pagerank. In Proceedings of WWW '02, pages 517-526, New York, NY, USA, 2002. ACM
11. Y. Koren. Collaborative Filtering with Temporal Dynamics. In Proceedings of KDD '09, pages 89-97, Paris, France, 2009
12. A. Monreale, F. Pinelli, R. Trasarti, and F. Giannotti. Wherenext: A location predictor on trajectory pattern mining. In Proceedings of KDD '09, pages 637-646, New York, NY, USA, 2009. ACM
13. A. J. Nicholson and B. D. Noble. BreadCrumbs: Forecasting Mobile Connectivity. In Proceedings of MobiCom '08, pages 46-57, New York, USA, 2008
14. L. Page, S. Brin, R. Motwani, and T. Winograd. The pagerank citation ranking: Bringing order to the web. Technical Report 1999-66, Stanford InfoLab, November 1999
15. M. Pazzani and D. Billsus. Content-Based Recommendation Systems. The Adaptive Web, 4321:325-341, 2007
16. A. Popescu and G. Grefenstette. Deducing Trip Related Information from Flickr. In Proceedings of WWW '09, Madrid, Spain, April 2009
17. D. Quercia and L. Capra. Friendsensing: recommending friends using mobile phones. In Proceedings of RecSys '09, pages 273-276, New York, NY, USA, 2009. ACM
18. D. Quercia, N. Lathia, F. Calabrese, G. Di Lorenzo, and J. Crowcroft. Recommending social events from mobile phone location data. In Proceedings of ICDM '10, pages 971-976, dec. 2010
19. A. Sadilek, H. Kautz, and J. P. Bigham. Finding your friends and following them to where you are. In Proceedings of WSDM '12, pages 723-732, New York, NY, USA, 2012. ACM
20. B. Sarwar, G. Karypis, J. Konstan, and J. Reidl. Item-based collaborative filtering recommendation algorithms. In Proceedings of WWW '01, pages 285-295, New York, NY, USA, 2001. ACM
21. S. Scellato, M. Musolesi, C. Mascolo, V. Latora, and A. T. Campbell. NextPlace: A spatio-temporal prediction framework for pervasive systems. In Proceedings of Pervasive '11, pages 152-169, Berlin, Heidelberg, 2011. Springer-Verlag
22. S. Scellato, A. Noulas, and C. Mascolo. Exploiting place features in link prediction on location-based social networks. In Proceedings of KDD '11, New York, NY, USA, 2011. ACM
23. H. Tong, C. Faloutsos, and J.-Y. Pan. Fast random walk with restart and its applications. In Proceedings of ICDM '06, pages 613-622, Washington, DC, USA, 2006. IEEE Computer Society
24. D. Wang, D. Pedreschi, C. Song, F. Giannotti, and A. L. Barabasi. Human mobility, social ties, and link prediction. In Proceedings of KDD '11, pages 1100-1108, New York, NY, USA, 2011. ACM
25. Y. Zheng, L. Zhang, X. Xie, and W.-Y. Ma. Mining interesting locations and travel sequences from GPS trajectories. In Proceedings of WWW '09, pages 791-800, New York, NY, USA, 2009. ACM.