Correlation Tensor Decomposition and Its Application in Spatial Imaging Data

Multi-dimensional tensor data have gained increasing attention in the recent years, especially in biomedical imaging analyses. However, the most existing tensor models are only based on the mean in…

Heterogeneous Mediation Analysis on Epigenomic PTSD and Traumatic Stress in a…

DNA methylation (DNAm) has been suggested to play a critical role in post-traumatic stress disorder (PTSD), through mediating the relationship between trauma and PTSD. However, this underlying mech…

Individualized Multidirectional Variable Selection

In this article, we propose a heterogeneous modeling framework which achieves individual-wise feature selection and heterogeneous covariates’ effects subgrouping simultaneously. In contrast to co…

Individualized Multilayer Tensor Learning with an Application in Imaging Anal…