ApproxMAP : Sequence of sets

PAPERS

Papers authored by me

Summary Handout

H. C. Kum. (2003) ApproxMAP: Approximate Mining of Consensus Sequential Patterns.

PAKDD 2007 - Optimizations

H. C. Kum, J.H. Chang, & W. Wang. (2007) Intelligent Sequential Pattern Mining via Alignment: Optimization Techniques for Very Large Databases, Lecture Notes in Artificial Intelligence 4426 (PAKDD 2007), Z.-H. Zhou, H. Li, and Q. Yang (Eds.): pp. 587597. Springer 2007, ISBN 978-3-540-71700-3.

DKE 2007 - Journal Paper on Evaluation Method

H. C. Kum, J.H. Chang, & W. Wang. (2007) Benchmarking the Effectiveness of Sequential Pattern Mining Methods, Data & Knowledge Engineering (DKE), 60(1):pp30-50. Jan 2007.

DMKD 2006 - Application to Multi-Databases

H. C. Kum, J.H. Chang, & W. Wang. (2006) Sequential Pattern Mining in Multi-Databases via Multiple Alignment, Data Mining and Knowledge Discovery (DMKD), 12(2-3): pp151-180. May 2006.

Full Dissertation 2004 (143 pages)

H. C. Kum. (2004) Approximate Mining of Consensus Sequential Patterns.

UNC-CS Technical Report: TR02-031 (14pgs)

H. C. Kum, J. Pei, W. Wang, and D. Duncan. (2002). ApproxMAP : Approximate Mining of Consensus Sequential Patterns. Technical Report TR02-031, UNC-CH, 2002. Published in Mining Sequential Patterns from Large Data Sets. Springer Series: The Kluwer International Series on Advances in Database Systems, Vol. 28. Wang, W. & Yang, J. pp 138-160. Springer 2005, ISBN: 978-0-387-24246-0.

SIAM 2003 (5pgs) - Abbreviated version of the TR

H. C. Kum, J. Pei, W. Wang, and D. Duncan. (2003). ApproxMAP: Approximate Mining of Consensus Sequential Patterns. Proc. of the 3rd SIAM International Conference on Data Mining (SDM). SF, CA. May 2003.

FDM 2002 (8pgs) - Comparison between ApproxMAP and Support Framework

H. C. Kum, S. Paulsen, & W. Wang. (2005). Comparative Study of Sequential Pattern Mining Models, Foundations of Data Mining and Knowledge Discovery. Series: Studies in Computational Intelligence, Vol. 6 Lin, T.Y.; Ohsuga, S.; Liau, C.-J.; Hu, X.T.; Tsumoto, S. (Eds.) pp43-70. Springer 2005, ISBN 978-3-540-26257-2.

Papers authored by others applying/extending ApproxMAP

Alice Marascu, Florent Masseglia: Mining sequential patterns from data streams: a centroid approach. J. Intell. Inf. Syst. 27(3): 291-307 (2006)

Alice Marascu, Florent Masseglia: Mining Sequential Patterns from Temporal Streaming Data. In ECML/PKDD first Workshop on Mining Spatio-Temporal Data (MSTD'05). Held in conjunction with PKDD'05, Porto, Portugal, October 3-7, 2005.

F. Masseglia, M. Teisseire, P. Poncelet. Sequential Pattern Mining: A Survey on Issues and Approaches. In Encyclopedia of Data Warehousing and Mining. 2005.

Translated into Portugal by Felipe Cezar de Castro Antunes Klerisson Vinicius Ribeiro da Paixao.