Author

Shunsuke Yoshimura

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Open access Sep 2026

Robust Cooperative Learning for Multiview Regression via Soft-IPOD

Multiview data analysis has become increasingly important for integrating heterogeneous information from multiple data sources. Cooperative learning provides a flexible framework for multiview integration by bridging early and late fusion strategies. However, its use of squared loss makes it sensitive to outliers. In t...

Shunsuke Yoshimura, Tomoyuki Hiroyasu, Kensuke Tanioka · bioRxiv · 0 citations

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 · bioRxiv · 0 citations