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The use of the EM algorithm for regularization problems in high-dimensional linear mixed-effects models

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The expectation-maximization (EM) algorithm is a popular tool for maximum likelihood estimation, but its use in high-dimensional regularization problems in linear mixed-effects models has been limited. In this article, we introduce the EMLMLasso algorithm, whi... ...