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Adjusting batch effects in microarray expression data using empirical Bayes methods
Article
Article
Adjusting batch effects in microarray expression data using empirical Bayes methods
W. Evan Johnson; Cheng Li; Ariel Rabinovic · Biostatistics · 2006
Non-biological experimental variation or "batch effects" are commonly observed across multiple batches of microarray experiments, often rendering the task of combining data from these batches difficult. The ability to co...
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Decision Curve Analysis: A Novel Method for Evaluating Prediction Models
Article
Article
Decision Curve Analysis: A Novel Method for Evaluating Prediction Models
Andrew J. Vickers; Elena B. Elkin · Medical Decision Making · 2006
BACKGROUND: Diagnostic and prognostic models are typically evaluated with measures of accuracy that do not address clinical consequences. Decision-analytic techniques allow assessment of clinical outcomes but often requi...
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The Adaptive Lasso and Its Oracle Properties
Article
Article
The Adaptive Lasso and Its Oracle Properties
Hui Zou · Journal of the American Statistical Association · 2006
The lasso is a popular technique for simultaneous estimation and variable selection. Lasso variable selection has been shown to be consistent under certain conditions. In this work we derive a necessary condition for the...
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