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Individualized Multidirectional Variable Selection

Published in Journal of the American Statistical Association • Jan 4, 2020
Authors:
Xiwei Tang
,
Fei Xue
,
Annie Qu

Abstract

In this article, we propose a heterogeneous modeling framework which achieves individual-wise feature selection and heterogeneous covariates’ effects subgrouping simultaneously. In contrast to conventional model selection approaches, the new approach constructs a separation penalty with multidirecti...

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