A Statistical Framework for Hypothesis Testing in Real Data Comparison Studies

On representative and illustrative comparisons with real data in bioinformatics: response to the letter to the editor by Smith et al.

(2013) A.-L. Boulesteix   BIOINFORMATICS

(Psycho-)analysis of benchmark experiments: A formal framework for investigating the relationship between data sets and learning algorithms

(2013) Manuel J.A. Eugster et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A Plea for Neutral Comparison Studies in Computational Sciences

(2013) Anne-Laure Boulesteix et al.   PLoS One

Exact Sample Conditioned MSE Performance of the Bayesian MMSE Estimator for Classification Error—Part II: Consistency and Performance Analysis

(2012) Lori A. Dalton et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Exact Sample Conditioned MSE Performance of the Bayesian MMSE Estimator for Classification Error—Part I: Representation

(2012) Lori A. Dalton et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

The Illusion of Distribution-Free Small-Sample Classification in Genomics

(2011) Edward R. Dougherty et al.   CURRENT GENOMICS

Analytic Study of Performance of Error Estimators for Linear Discriminant Analysis

(2011) Amin Zollanvari et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Over-optimism in bioinformatics: an illustration

(2010) M. Jelizarow et al.   BIOINFORMATICS

On the Comparison of Classifiers for Microarray Data

(2010) Blaise Hanczar et al.   Current Bioinformatics

Reporting bias when using real data sets to analyze classification performance

(2009) M. R. Yousefi et al.   BIOINFORMATICS

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

(2009) Salvador García et al.   INFORMATION SCIENCES

On the sampling distribution of resubstitution and leave-one-out error estimators for linear classifiers

(2009) Amin Zollanvari et al.   PATTERN RECOGNITION

CMA – a comprehensive Bioconductor package for supervised classification with high dimensional data

(2008) M Slawski et al.   BMC BIOINFORMATICS