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Topic: Error Estimation

Hanczar, B., and Dougherty E. R., "The reliability of estimated confidence intervals for classification error rates when only a single sample is available", Pattern Recognition, Vol. 46, No. 3, 1067-1077, 2013  (Journal Publication)  [More Details]  [Online]

Edward R Dougherty and Lori A Dalton, "Scientific knowledge is possible with small-sample classification", EURASIP Journal on Bioinformatics and Systems Biology 2013, 2013:10  (Journal Publication)  [More Details]  [Online]

E. Atashpaz-Gargari, C. Sima, U.M. Braga-Neto and E.R. Dougherty, "Relationship Between the Accuracy of Classifier Error Estimation and Complexity of the Decision Boundary", Pattern Recognition, Volume 46, Issue 5, May 2013, Pages 1315-1322, doi:10.1016/j.patcog.2012.10.020.   (Journal Publication)  [More Details]  [Online]

Zollanvari, A., Braga-Neto, U. M., and Dougherty, E. R., "Exact Representation of the Second-order Moments for Resubstitution and Leave-one-out Error Estimation for Linear Discriminant Analysis in the Univariate Heteroskedastic Gaussian Model", Pattern Recognition, Vol. 45, No. 2, 908-917, February, 2012  (Journal Publication)  [More Details]  [Online]

Lori A. Dalton, Edward R. Dougherty, "Application of the Bayesian MMSE estimator for classification error to gene expression microarray data", Bioinformatics [ISMB/ECCB] 27(13): 1822-1831 (2011)  (Journal Publication)  [More Details]  [Online]

Dalton, L., and Dougherty, E. R., "Exact Sample Conditioned MSE Performance of the Bayesian MMSE Estimator for Classification Error – Part I: Representation", IEEE Transactions on Signal Processing, Vol. 60, No. 5, 2575-2587, 2012  (Journal Publication)  [More Details]  [Online]

Dalton, L., and Dougherty, E. R., "Optimal MSE Calibration of Error Estimators under Bayesian Models", Pattern Recognition, Vol. 45, No. 6, 2308-2320, 2012  (Book Chapter)  [More Details]  [Online]

Dalton, L., and Dougherty, E. R., "Exact Sample Conditioned MSE Performance of the Bayesian MMSE Estimator for Classification Error—Part II: Consistency and Performance Analysis", IEEE Transactions on Signal Processing, Vol. 60, No. 5, 2588-2603, 2012  (Journal Publication)  [More Details]  [Online]

A. Zollanvari, U.M. Braga-Neto and E.R. Dougherty, "Exact representation of the second-order moments for resubstitution and leave-one-out error estimation for linear discriminant analysis in the univariate heteroskedastic Gaussian model", Pattern Recognition, Vol. 45, No. 2, February 2012, pp. 908-917  (Journal Publication)  [More Details]  [Online]

Zollanvari, A., Braga-Neto, U. M., and Dougherty E. R., "Analytic Study of Performance of Error Estimators for Linear Discriminant Analysis", IEEE Transactions on Signal Processing, Vol. 59, No. 9, 4238-4255, September, 2011  (Journal Publication)  [More Details]  [Online]

Sima, C., Braga-Neto, U. M., and Dougherty, E. R., "High-Dimensional Bolstered Error Estimation", Bioinformatics, Vol. 27, No. 21, 3056-3064, November, 2011  (Journal Publication)  [More Details]  [Online]

Mohammadmahdi R. Yousefi, Jianping Hua, Edward R. Dougherty, "Multiple-rule bias in the comparison of classification rules", Bioinformatics 27(12): 1675-1683 (2011)  (Journal Publication)  [More Details]  [Online]

Lori A. Dalton, Edward R. Dougherty, "Bayesian Minimum Mean-Square Error Estimation for Classification Error – Part I: Definition and the Bayesian MMSE Error Estimator for Discrete Classification", IEEE Transactions on Signal Processing 59(1): 115-129 (2011)  (Journal Publication)  [More Details]  [Online]

Lori A. Dalton, Edward R. Dougherty, "Bayesian Minimum Mean-Square Error Estimation for Classification Error – Part II: Linear Classification of Gaussian Models", IEEE Transactions on Signal Processing 59(1): 130-144 (2011)  (Journal Publication)  [More Details]  [Online]

Dougherty, E. R., Zollanvari, A., and Braga-Neto, U. M., "The Illusion of Distribution-Free Small-Sample Classification in Genomics", Current Genomics, Vol. 12, No. 5, 333-341, August, 2011  (Journal Publication)  [More Details]  [Online]