A special feature of Probability and Statistics Day at UMBC 2013 is that the conference, including the workshop, is open to all statistics graduate students from UMBC and local universites free of charge; however, REGISTRATION IS REQUIRED! The deadline to register is Friday, April 12, 2013. // REGISTER NOW
For more information, contact any member of the organizing committee:
Bimal Sinha
Conference Chair
443.538.3012
Kofi Adragni
410.455.2406
Yvonne Huang
410.455.2422
Yaakov Malinovsky
410.455.2968
Thomas Mathew
410.455.2418
Nagaraj Neerchal
410.455.2437
DoHwan Park
410.455.2408
Junyong Park
410.455.2407
Anindya Roy
410.455.2435
Elizabeth Stanwyck
410.455.5731
Participant Information
Derek Damron
Paper: Methods of Cluster Re-indexing and Evaluation
Cluster evaluation is a cumbersome task due to the mismatch of the cluster label obtained by clustering techniques and the exact label of the known clusters. In this paper we introduce some statistics for re-indexing cluster labels obtained by clustering techniques and discuss efficient matching with the known cluster index. These methods are based on simple distance measures and on formal statistical methods and are computed using information from the exact or target clusters and the clusters obtained by clustering techniques. In particular, a good matching strategy considers the intra-cluster minimums of these statistics and we then replace the cluster label with the re-indexed label. We used these methods to analyze simulated and real data sets using different clustering algorithms and to compare the results with popular cluster evaluation measures.