Mining correlation between locations using human location history

GIS: Proceedings of the ACM International Symposium on Advances in Geographic Information Systems

Volumn , Issue , 2009, Pages 472-475

  Zheng, Yu ^a   Zhang, Lizhu ^a   Xie, Xing ^a   Ma, Wei Ying ^a  

^a MICROSOFT RESEARCH ASIA   (China)

Author keywords

GPS trajectory; Location correlation; Location history

Indexed keywords

DATA SETS; GPS TRAJECTORY; HUMAN BEHAVIORS; PEARSON CORRELATION; REAL-WORLD; RECOMMENDATION SYSTEMS; SALES PROMOTIONS; SEQUENTIALITY; SPATIO-TEMPORAL;

BEHAVIORAL RESEARCH; CORRELATION METHODS; GEOGRAPHIC INFORMATION SYSTEMS; GEOGRAPHICAL REGIONS; GLOBAL POSITIONING SYSTEM; INFORMATION SYSTEMS; MINING; SALES;

LOCATION;

EID: 74049091672     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1653771.1653847     Document Type: Conference Paper

References (10)

1. Adomavicius, G. and Tuzhhilin, A. Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions. IEEE Transaction on Knowledge and Data Engineering. 17, 6, 734-749.
2. Huang, Y., Shekhar, S., and Xiong, H.. Discovering co-location patterns from spatial datasets: A general approach. TKDE, 16(12):1472-1485, 2004
3. Hariharan, R. et al. Project Lachesis: Parsing and Modeling Location Histories, In Proceedings of GIScience, (Park Utah, October 2004), ACM Press: 106-124.
4. Lemire D. and Maclachlan A. Slope One Predictors for Online Rating-Based Collaborative Filtering. In Proceedings of SDM 2005.
5. Li, Q. and Zheng, Y. et al. Mining user similarity based on location history. In Proc. of GIS'08 (Santa Ana, CA, Nov. 2008). ACM Press
6. Morimoto, Y.. Mining frequent neighboring class sets in spatial databases. In Proceedings of SIGKDD, 2001, ACM Press: 353-358.
7. Zhang, X., N. Mamoulis, D. W. Cheung, and Y. Shou. Fast mining of spatial collocations. In Proceedings of SIGKDD, ACM Press: 384-393, 2004.
8. Zheng, Y., Li Q., Xie X., Ma, W. Y.. Understanding mobility based on GPS data. In Proceedings of Ubicomp'08, (Seoul Korea, Sept. 2008), ACM Press: 312-321
9. Zheng, Y., Liu, L., Wang, L. Xie, X. Learning transportation modes from raw GPS data for geographic applications on the Web. In Proceedings of WWW 2008, (Beijing China, April 2008), ACM Press: 247-256.
10. Zheng, Y., Zhang, L., Xie X., Ma, W. Y. Mining interesting locations and travel sequences from GPS trajectories for mobile users. In Proceeding of WWW2009, (Madrid, Spain. April 2009), ACM Press: 791-800.