Predicting Location-Based Sequential Purchasing Events by Using Spatial, Temporal, and Social Patterns

IEEE Intelligent Systems

Volumn 30, Issue 3, 2015, Pages 10-17

  Wang, Yun ^a   Ram, Sudha ^a  

^a UNIVERSITY OF ARIZONA   (United States)

Author keywords

artificial intelligence; data mining; human information processing; intelligent systems; network predictive analytics; spatial temporal predictive analytics

Indexed keywords

ARTIFICIAL INTELLIGENCE; BEHAVIORAL RESEARCH; BIONICS; INTELLIGENT SYSTEMS; SALES; SMART CARDS;

ANTICIPATORY SYSTEMS; EDUCATIONAL INSTITUTIONS; HUMAN INFORMATION PROCESSING; PREDICTIVE ANALYTICS; SEQUENTIAL PURCHASING; SOCIAL INFLUENCE; SPATIAL SEQUENCES; TRANSACTION RECORDS;

DATA MINING;

EID: 84930645550     PISSN: 15411672     EISSN: None     Source Type: Journal    
DOI: 10.1109/MIS.2015.46     Document Type: Article

References (8)

1. P. Baumann, W. Kleiminger, and S. Santini, "The Influence of Temporal and Spatial Features on the Performance of Next-Place Prediction Algorithms," Proc. 2013 ACM Int'l Joint Conf. Pervasive and Ubiquitous Computing (UbiComp 13), 2013, pp. 449-458.
2. M.C. González et al., "Understanding Individual Human Mobility Patterns," Nature, vol. 453, no. 7196, 2008, pp. 779-782.
3. H. Gao et al., "Modeling Temporal Effects of Human Mobile Behavior on Location-Based Social Networks," Proc. 22nd ACM Int'l Conf. Information Knowledge Management (CIKM 13), 2013, pp. 1673-1678.
4. E. Cho, S.A. Myers, and J. Leskovec, "Friendship and Mobility: User Movement in Location-Based Social Networks," Proc. 17th ACM SIGKDD Int'l Conf. Knowledge Discovery and Data Mining (KDD 11), 2011, pp. 1082-1090.
5. A. Sadilek, H. Kautz, and J.P. Bigham, "Finding Your Friends and Following Them to Where You Are," Proc. 5th ACM Int'l Conf. Web Search and Data Mining (WSDM 12), 2012, pp. 723-732.
6. Y.W. Teh, "A Hierarchical Bayesian Language Model Based on Pitman-Yor Processes," Proc. 21st Int'l Conf. Computational Linguistics and the 44th Annual Meeting of the ACL (ACL 06), 2006, pp. 985-992.
7. Q. He et al., "Web Query Recommendation via Sequential Query Prediction," Proc. 25th Int'l Conf. Data Eng., 2009, pp. 1443-1454.
8. A. Noulas et al., "Mining User Mobility Features for Next Place Prediction in Location-Based Services," Proc. IEEE 12th Int'l Conf. Data Mining, 2012, pp. 1038-1043.