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MobileMiner: A real world case study of data mining in mobile communication

Publication ,  Conference
Wang, T; Yang, B; Gao, J; Yang, D; Tang, S; Wu, H; Liu, K; Pei, J
Published in: SIGMOD-PODS'09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems
December 4, 2009

Mobile communication data analysis has been often used as a background application to motivate many data mining problems. However, very few data mining researchers have a chance to see a working data mining system on real mobile communication data. In this demo, we showcase our new system MobileMiner on a real mobile communication data set, which presents a case study of business solutions using state-of-the-art data mining techniques. MobileMiner adaptively profiles users' behavior from their calling and moving record streams. Customer segmentation and social community analysis can be conducted based on user profiles. We show how data mining techniques can help in mobile communication data analysis. Moreover, we also show some interesting observations which still cannot be mined by the current techniques, and thus may motivate new research and development.

Duke Scholars

Published In

SIGMOD-PODS'09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems

DOI

ISBN

9781605585543

Publication Date

December 4, 2009

Start / End Page

1083 / 1085
 

Citation

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Wang, T., Yang, B., Gao, J., Yang, D., Tang, S., Wu, H., … Pei, J. (2009). MobileMiner: A real world case study of data mining in mobile communication. In SIGMOD-PODS’09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems (pp. 1083–1085). https://doi.org/10.1145/1559845.1559988
Wang, T., B. Yang, J. Gao, D. Yang, S. Tang, H. Wu, K. Liu, and J. Pei. “MobileMiner: A real world case study of data mining in mobile communication.” In SIGMOD-PODS’09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems, 1083–85, 2009. https://doi.org/10.1145/1559845.1559988.
Wang T, Yang B, Gao J, Yang D, Tang S, Wu H, et al. MobileMiner: A real world case study of data mining in mobile communication. In: SIGMOD-PODS’09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems. 2009. p. 1083–5.
Wang, T., et al. “MobileMiner: A real world case study of data mining in mobile communication.” SIGMOD-PODS’09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems, 2009, pp. 1083–85. Scopus, doi:10.1145/1559845.1559988.
Wang T, Yang B, Gao J, Yang D, Tang S, Wu H, Liu K, Pei J. MobileMiner: A real world case study of data mining in mobile communication. SIGMOD-PODS’09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems. 2009. p. 1083–1085.

Published In

SIGMOD-PODS'09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems

DOI

ISBN

9781605585543

Publication Date

December 4, 2009

Start / End Page

1083 / 1085