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Software:5983473



CRANWLogitMaRDI QIDQ5983473

Variable Selection in High-Dimensional Logistic Regression Models using a Whitening Approach

Wencan Zhu

Last update: 17 July 2023

Copyright license: GNU General Public License, version 2.0

Software version identifier: 1.0, 2.0, 2.1



It proposes a novel variable selection approach in classification problem that takes into account the correlations that may exist between the predictors of the design matrix in a high-dimensional logistic model. Our approach consists in rewriting the initial high-dimensional logistic model to remove the correlation between the predictors and in applying the generalized Lasso criterion.