Asian Journal of Information Technology

Year: 2012
Volume: 11
Issue: 3
Page No. 94 - 99

STEM: A Novel Approach for Spatiotemporal Sequence Mining

Authors : Kelvin Leong and Stephen Chan


Agrawal, R. and R. Srikant, 1995. Mining sequential patterns. Proceedings of the 11th International Conference on Data Engineering, March 6-10, 1995, Taipei, Taiwan, pp: 3-14.

Agrawal, R., T. Imielinski and A. Swami, 1993. Mining association rules between sets of items in large databases. Proceedings of the ACM SIGMOD International Conference on Management of Data, May 25-28, 1993, Washington, DC., USA., pp: 207-216.

Brown, D.E. and R.B. Oxford, 2001. Data mining time series with applications to crime analysis. Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, Volume 3, October 7-10, 2001, Tucson, AZ, pp: 1453-1458.

Cao, H., N. Mamoulis and D.W. Cheung, 2005. Mining frequent spatio-temporal sequential patterns. Proceedings of the 5th IEEE International Conference on Data Mining, Houston, Texas, November 27-30, 2005, IEEE Computer Society, USA., pp: 82-89.

Chen, M.S., J. Han and P.S. Yu, 1996. Data mining: An overview from a database perspective. IEEE Trans. Knowledge Data Eng., 8: 866-883.
CrossRef  |  Direct Link  |  

Han, J. and M. Kamber, 2000. Data Mining Concepts and Techniques. Morgan Kaufmann, San Francisco, USA.

Han, J., J. Pei, B. Mortazavi-Asl, Q. Chen, U. Dayal and M. Hsu, 2000. FreeSpan: Frequent pattern-projected sequential pattern mining. Proceedings of the 6th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 20-23, 2000, Boston, MA., USA., pp: 355-359.

Hsu, W., W. Hsu, M.L. Lee and J. Wang, 2005. Mining generalized spatio-temporal pattern. Proceedings of the 10th International Conference on Database Systems for Advanced Applications, April 17-20, 2005, Beijing, China, pp: 649-661.

Marcus, F. and L.E. Cohen, 1980. Human ecology and crime: A routine activity approach. Hum. Ecol., 8: 389-406.
CrossRef  |  

Masseglia, F., M. Teisseire and P. Poncelet, 2005. Sequential pattern mining: A survey on issues and approaches. Encyclopedia of Data Warehousing and Mining, Citeseer, pp: 1028-1032.

Ng, V., S. Chan, D. Lau and C.M. Ying, 2007. Incremental mining for temporal association rules for crime pattern discoveries. Proceedings of the 18th Conference on Australasian Database, Volume 63, January 30-February 2, 2007, Australian Computer Society Inc., Darlinghurst, Australia, pp: 123-132.

Pei, J., J. Han, M.A. Behzad, P. Helen, Q. Chen and M.C. Hsu, 2001. PrefixSpan,: Mining sequential patterns efficiently by prefix-projected pattern growth. Proceedings of the 17th International Conference on Data Engineering, April 2-6, 2001, Heidelberg, Germany, pp: 215-224.

Ramirez, J.C.G., D.J. Cook, L.L. Peterson and D.M. Peterson, 2000. An event set approach to sequence discovery in medical data. J. Intell. Data Anal., 4: 513-530.
Direct Link  |  

Ramirez, J.C.G., L.L. Peterson and D.M. Peterson, 1998. A sequence building approach to pattern discovery in medical data. Proceedings of the 11th International Florida Artificial Intelligence Research Society Conference, May 18-20, 1998, AAAI Press, Menlo Park, CA., USA., pp: 188-192.

Srikant, R. and R. Agrawal, 1996. Mining sequential patterns: Generalizations and performance improvements. Proc. Int. Conf. Extend. Database Technol., 1057: 3-17.
Direct Link  |  

Wang, J., W. Hsu and M.L. Lee, 2005. A framework for mining topological patterns in spatio-temporal databases. Proceedings of the 14th ACM International Conference on Information and Knowledge Management, Bremen, Germany, October 31-November 05, 2005, ACM, New York, USA., pp: 429-436.

Wang, J., W. Hsu, M.L. Lee and J. Wang, 2004. FlowMiner: Finding flow patterns in spatio-temporal databases. Proceedings of the 16th IEEE International Conference on Tools with Artificial Intelligence, November 15-17, 2004, Boca Raton, Florida, pp: 14-21.

Wang, W., J. Yang and R. Muntz, 2001. TAR: Temporal association rules on evolving numerical attributes. Proceedings of the 17th International Conference on Data Engineering, April 2-6, 2001, Heidelberg, pp: 283-292.

Zaki, M.J., 2001. SPADE: An efficient algorithm for mining frequent sequences. Mach. Learn. J., 42: 31-60.
CrossRef  |  Direct Link  |  

Zhao, Q. and S.S. Bhowmick, 2003. Sequential pattern mining: A survey. ITechnical Report CAIS Nayang Technological University Singapore, pp: 1-26

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