Feature Selection

Determination of the Optimal Number of Features for Quadratic Discriminant Analysis Via the Normal Approximation to the Discriminant Distribution

Hua, J., Xiong, Z., and Dougherty, E. R., Pattern Recognition, Vol. 38, No. 3, 403-421, March, 2005

Efficient Selection of Feature Sets Possessing High Coefficients of Determination Based on Incremental Determinations

Hashimoto, R., Dougherty, E. R., Brun, M., Zhou, Z., Bittner, M. L., and Trent, J. M., Signal Processing, Vol. 83, No. 4, 695-712, February, 2003

Feature Selection Algorithms to Find Strong Genes

Silva, P. J. S., Hashimoto, R. F., Kim, S., Barrera, J., Brandao, L. O., Suh, E., and Dougherty, E. R., Pattern Recognition Letters, Vol. 26, No. 10, 1444-1453, July, 2005

Feature-Selection Overfitting with Small-Sample Classifier Design

Dougherty, E. R., IEEE Intelligent Systems Magazine, 64-66, December, 2005

Gene Selection Using Logistic Regressions Based on AIC, BIC, and MDL Criteria

Zhou, X., Wang, X., and Dougherty, E. R., New Mathematics and Natural Computation, Vol. 1, No. 1, 129-145, March, 2005

Gene Selection: A Bayesian Variable Selection Approach

Lee, K. E., Sha, N., Dougherty, E. R., Vannucci, M., and Mallick, B. K., Bioinformatics, Vol. 19, 90-97, 2003

Genetic Test Bed for Feature Selection

Choudhary, A., Brun, M., Hua, J., Lowey, J., Suh, E., and Dougherty, E. R., Bioinformatics, Vol. 22, No. 7, 837-842, April, 2006

On the Number of Close-to-Optimal Feature Sets

Dougherty, E. R., and Brun, M., Cancer Informatics, Vol. 2, 189-196, 2006

Optimal Number of Features as a Function of Sample Size for Various Classification Rules

Hua, J., Xiong, Z., Lowey, J., Suh, E., and Dougherty, E. R., Bioinformatics, 21, No. 8, 1509-1515, 2005

Performance of Feature Selection Methods in the Classification of High-Dimensional Data

Hua, J., Waibhav, T., and Dougherty, E. R., Pattern Recognition, doi:10.1016/j.patcog.2008.08.001, Vol. 42, No. 3, 409-424, 2009

Strong Feature Sets from Small Samples

Kim, S., Dougherty, E. R., Barrera, J., Chen, Y., Bittner, M. L., Trent, J. M., Journal of Computational Biology, Vol.9, No.1, 127-146, 2002

The Coefficient of Intrinsic Dependence (Feature Selection Using el CID)

Hsing, T., Liu, L-Y., Brun, M., and Dougherty, E. R., Pattern Recognition, Vol. 38, No. 5, 623-636, May, 2005

The Peaking Phenomenon in the Presence of Feature Selection

Sima, C., and Dougherty, E. R., Pattern Recognition Letters, Vol. 29, 1667-1674, June, 2008

What Should Be Expected from Feature Selection in Small-Sample Settings

Sima, C., and Dougherty, E. R., Bioinformatics, Vol. 22, No. 19, 2430-2436, October, 2006