Supervised low-rank approximation of high-dimensional multivariate functional data via tensor decomposition

Mohammad Samsul Alam, Ana-Maria Staicu, Pixu Shi

Motivated by the challenges of analyzing high-dimensional ($p\gg n$) sequencing data from longitudinal microbiome studies, where samples are collected at multiple time points from…