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Mariko Takagishi

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Open access Sep 2026

Cooperative Learning with Penalized Linear Mixed-Effects Models for High-Dimensional Clustered Multiview Data

This work proposes Cooperative Learning with a penalized Linear Mixed Model (CL-pLMM) for high-dimensional multiview data with a clustered structure and shows that its objective function can be represented as a penalized linear mixed-effects model applied to augmented data, allowing existing estimation procedures to be...

Shunsuke Yoshimura, Mariko Takagishi, Kensuke Tanioka · 0 citations

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