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Items for "generalization error"

Input-dependent estimation of generalization error under covariate shift

A common assumption in supervised learning is that the training and test input points follow the same probability distribution...

Keywords: linear regression, generalization error, model selection, covariate shift, sample selection

04/2005 | Statistics & Decisions, Oldenbourg Wissenschaftsverlag
Molecular Diagnosis. Classification, Model Selection and Performance Evaluation

OBJECTIVES: We discuss supervised classification techniques applied to medical diagnosis based on gene expression profiles...

Keywords: Microarrays, statistical classification, generalization error, model assessment, gene selection

01/2005 | Methods of Information in Medicine, Schattauer