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 WissenschaftsverlagOBJECTIVES: 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