Performance Analysis and Error Estimation

Bolstered Error Estimation

Braga-Neto, U. M., and Dougherty, E. R., Pattern Recognition, Vol. 37, No. 6, 1267-1281, June 2004

Classifier Performance as a Function of Distributional Complexity

Attoor, S. N., and Dougherty, E. R., Pattern Recognition, Vol. 37, No. 8, 1629-1640, August, 2004

Confidence Intervals for the True Classification Error Conditioned on the Estimated Error

Xu, Q., Hua, J., Braga-Neto, U. M. Xiong, Z., Suh, E., and Dougherty, E. R., Technology in Cancer Research and Treatment, Vol. 5, No. 6, 579-590, December, 2006

Corrected Small-Sample Estimation for the Error of the Optimal Binary Filter

Brun, M., Sabbagh, D., Kim, S., and Dougherty, E. R., Bioinformatics, Vol. 19, No. 8, 944-951, 2003

Decorrelation of the True and Estimated Classifier Errors in High-dimensional Settings

Hanczar, B., Hua, J., Dougherty, E. R., EURASIP Journal on Bioinformatics and Systems Biology, Article ID 38473, 12 pages, October, 2007

Exact Performance Measures and Distributions of Error Estimators for Discrete Classifiers

Braga-Neto, U., and Dougherty, E. R., Pattern Recognition, Vol. 38, No. 11, 1799-1814, November, 2005

Impact of Error Estimation on Feature-Selection Algorithms

Sima, C., Attoor, S., Braga-Neto, U., Lowey, J., Suh, E., and Dougherty, E. R., Pattern Recognition, Vol. 38, No. 12, 2472-2482, December, 2005

Is Cross-validation Better than Resubstitution for Ranking Genes

Braga-Neto, U. M., Hashimoto, R., Dougherty, E. R., Nguyen, D. V., and Carroll, R. J., Bioinformatics, Vol. 20, No. 2, 253-258, January, 2004

Is Cross-Validation Valid for Small-Sample Microarray Classification

Braga-Neto, U., and Dougherty, E. R., Bioinformatics, Vol. 20, No. 3, 374-380, 2004

Optimal Convex Error Estimators for Classification

Sima, C., and Dougherty, E. R., Pattern Recognition, Vol. 39, No. 6, 1763-1780, September, 2006

Quantification of the Impact of Feature Selection on Cross-Validation Error Estimation Precision

Xiao, Y., Hua, J., and Dougherty, E. R., EURASIP Journal on Bioinformatics and Systems Biology, Vol. 2007, Article ID 16354, 11 pages, February, 2007

Relation Between Permutation-test P Values and Classifier Error Estimates

Hsing, T., Attoor, S., and Dougherty, E. R., Machine Learning, Vol. 52, No. 1-2, 11-30, 2003

Superior Feature-Set Ranking For Small Samples Using Bolstered Error Estimation

Sima, C., Braga-Neto, U., and Dougherty, E. R., Bioinformatics, Vol. 21, No. 7, 1046-1054, April, 2005

The Effect of Population Contexts on Classifier Performance

Choudhary, A., Hua, J., Bittner, M. L., and Dougherty, E. R., Biological Systems, Vol. 16, No. 4, 495-517, 2008