Clustering

A Probabilistic Theory of Clustering

Dougherty, E. R., and Brun, M., Pattern Recognition, Vol. 37, No. 5, 917-925, May 2004

Gene Clustering Based on Clusterwide Mutual Information

Zhou, X., Wang, X., Dougherty, E. R., Russ, D., and Su, E., Journal of Computational Biology, Vol. 11, No. 1, 147-161, 2004

Inference from Clustering with Application to Gene-Expression Microarrays

Dougherty, E. R., Barrera, J., Brun, M., Kim, S., Cesar, R. M., Chen, Y., Bittner, M., Trent, J. M., Journal of Computational Biology, Vol. 9 No. 1, 105-126, 2002

Model-Based Evaluation of Clustering Validation Measures

Brun, M., Sima, C., Hua, J., Lowey, J., Carroll, B., Suh, E., and Dougherty, E. R., Pattern Recognition, Vol. 40, No. 3, 807-824, March, 2007

Spectral Preprocessing for Clustering Time Series Gene Expressions

Zhao, W., Serpedin, E., and Dougherty, E. R., EURASIP Journal of Bioinformatics and Systems Biology, Vol. 2009, Article ID 713248, 10 pages, doi:10.1155/2009/713248, 2009