Mining user mobility features for next place prediction in location-based services

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2012, Pages 1038-1043

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

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

CHECK-IN; FINE GRAINED; HUMAN MOBILITY; INDIVIDUAL FEATURES; M5 MODEL TREE; MOBILE APPLICATIONS AND SERVICES; MOBILE USERS; MULTIPLE FEATURES; PREDICTION ACCURACY; PREDICTIVE POWER; RESEARCH PROBLEMS; SPATIO-TEMPORAL DATA; SPATIOTEMPORAL CHARACTERISTICS; USER BEHAVIORS; USER MOBILITY;

DATA MINING; DIGITAL STORAGE; FORECASTING; FORESTRY; GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS; LOCATION BASED SERVICES;

BEHAVIORAL RESEARCH;

COMMUNICATION; DATA PROCESSING; DATA STORAGE; FORECASTS;

EID: 84874044333     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2012.113     Document Type: Conference Paper

References (10)

1. Z. Cheng, J. Caverlee, K. Lee, and D. Z. Sui. Exploring millions of footprints in location sharing services. In ICWSM '11, 2011.
2. E. Cho, S. A. Myers, and J. Leskovec. Friendship and mobility: user movement in location-based social networks. In KDD '11, 2011.
3. A. Clauset, C. R. Shalizi, and M. E. J. Newman. Power-Law Distributions in Empirical Data. SIAM Review, 51(4), 2009.
4. W. W. Cohen, R. E. Schapire, and Y. Singer. Learning to order things. Journal of Artificial Intelligence Research, 10(1):243-270, May 1999.
5. V. Colizza, A. Barrat, M. Barthelemy, A.-J. Valleron, and A. Vespignani. Modeling the worldwide spread of pandemic influenza: Baseline case and containment interventions. PLoS Med, 4(1):e13, 01 2007.
6. Y. Hu, Y. Koren, and C. Volinsky. Collaborative Filtering for Implicit Feedback Datasets. In Proceedings of ICDM '08, pages 263-272, 2008.
7. D. Liben-Nowell, J. Novak, R. Kumar, P. Raghavan, and A. Tomkins. Geographic routing in social networks. PNAS, 102(33):11623-11628, 2005.
8. J. Quinlan. Learning with continuous classes. In AI '92, 1992.
9. A. Sadilek, H. Kautz, and J. P. Bigham. Finding your friends and following them to where you are. In Proceedings of WSDM '12, 2012.
10. S. Scellato, A. Noulas, and C. Mascolo. Exploiting place features in link prediction on location-based social networks. In KDD '11, 2011.