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Split Regularized Regression

Published in Technometrics • Jul 12, 2019
Authors:
Anthony-Alexander Christidis
,
Laks V. S. Lakshmanan
,
Ezequiel Smucler

Abstract

We propose an approach for fitting linear regression models that splits the set of covariates into groups. The optimal split of the variables into groups and the regularized estimation of the regression coefficients are performed by minimizing an objective function that encourages sparsity within ea...

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