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- Title
Prediction error estimation: a comparison of resampling methods.
- Authors
Molinaro, Annette M; Simon, Richard; Pfeiffer, Ruth M
- Abstract
In genomic studies, thousands of features are collected on relatively few samples. One of the goals of these studies is to build classifiers to predict the outcome of future observations. There are three inherent steps to this process: feature selection, model selection and prediction assessment. With a focus on prediction assessment, we compare several methods for estimating the 'true' prediction error of a prediction model in the presence of feature selection.
- Publication
Bioinformatics (Oxford, England), 2005, Vol 21, Issue 15, p3301
- ISSN
1367-4803
- Publication type
Journal Article
- DOI
10.1093/bioinformatics/bti499