Article
Use of the l1 norm for selection of sparse parameter sets that accurately predict drug response phenotype from viral genetic sequences.
AMIA ... Annual Symposium proceedings. AMIA Symposium - 1 Jan 2005
Matthew Rabinowitz, Banjevic Milena, Chan A S, Myers Lance, Wolkowicz Roland, Haberer Jessica, Singer Joshua
Abstract excerpt
We describe the use of the l1 norm for selection of a sparse set of model parameters that are used in the prediction of viral drug response, based on genetic sequence data of the Human Immunodeficiency Virus (HIV) reverse-transcriptase enzyme. We discuss the use of the l1 norm in the Least Absolute Selection and Shrinkage Operator (LASSO) regression model and the Support Vector Machine model. When tested by...
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