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Journal: Pattern Recognition

E. Atashpaz-Gargari, M.S. Reis, U.M. Braga-Neto, J. Barrera and E.R. Dougherty, "A fast Branch-and-Bound algorithm for U-curve feature selection", Pattern Recognition, Vol. 73, Jan 2018, pp. 172-188  (Journal Publication)  [More Details]  [Online]

Meng Lu, Jianhua Z. Huang, Qian, "Sparse Exponential Family Principal Component Analysis", Pattern Recognition, 60: 681-691, 2016.  (Journal Publication)  [More Details]  [Online]

Mohammad Shahrokh Esfahania, Jason Knighta, Amin Zollanvaria, Byung-Jun Yoona, Edward R. Dougherty, "Classifier design given an uncertainty class of feature distributions via regularized maximum likelihood and the incorporation of biological pathway knowledge in steady-state phenotype classification", Pattern Recognition Volume 46, Issue 10, October 2013, Pages 2783–2797  (Journal Publication)  [More Details]  [Online]

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]

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]

Dalton, L., and Dougherty, E. R., "Optimal classifiers with minimum expected error within a Bayesian framework — Part II: Properties and performance analysis", Pattern Recognition, Vol. 46, No. 5, 1301-1314, 2013  (Journal Publication)  [More Details]  [Online]

Dalton, L., and Dougherty, E. R., "Optimal Classifiers with Minimum Expected Error within a Bayesian Framework–Part I: Discrete and Gaussian Models", Pattern Recognition, Vol. 46, No. 5, 1288-1300, 2013  (Journal Publication)  [More Details]  [Online]

Amin Zollanvaria, Jianping Hua, Edward R. Dougherty, "Analytical study of performance of linear discriminant analysis in stochastic settings", Pattern Recognition Volume 46, Issue 11, November 2013, Pages 3017–3029  (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]

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]

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]

J. Hua, W. Tembe and E. R. Dougherty, "Performance of feature-selection methods in the classification of high-dimension data", Pattern Recognition vol. 42, 409-424 2009  (Journal Publication)  [More Details]  [Online]

Brun Marcel, Dougherty Edward Russell, "A Probabilistic Theory of Clustering", Pattern Recognition, Vol. 37, No. 5, pp. 917-925, 2004  (Journal Publication)  [More Details]  [Online]