2 papers
stat.ML2024
Joint Linked Component Analysis for Multiview Data
Lin Xiao, Luo Xiao
In this work, we propose the joint linked component analysis (joint\_LCA) for multiview data. Unlike classic methods which extract the shared components in a sequential manner, the…
stat.ME2024
Sparse and Integrative Principal Component Analysis for Multiview Data
Lin Xiao, Luo Xiao
We consider dimension reduction of multiview data, which are emerging in scientific studies. Formulating multiview data as multi-variate data with block structures corresponding to…