3 papers
stat.ME2024
Learning Joint and Individual Structure in Network Data with Covariates
Carson James, Dongbang Yuan, Irina Gaynanova +1
Datasets consisting of a network and covariates associated with its vertices have become ubiquitous. One problem pertaining to this type of data is to identify information unique t…
stat.CO2022
Exponential canonical correlation analysis with orthogonal variation
Dongbang Yuan, Yunfeng Zhang, Shuai Guo +2
Canonical correlation analysis (CCA) is a standard tool for studying associations between two data sources; however, it is not designed for data with count or proportion measuremen…
stat.ME2021
Double-matched matrix decomposition for multi-view data
Dongbang Yuan, Irina Gaynanova
We consider the problem of extracting joint and individual signals from multi-view data, that is data collected from different sources on matched samples. While existing methods fo…