Zhu, Hongtu; Khondker, Zakaria; Lu, Zhaohua; Ibrahim, … - In: Journal of the American Statistical Association 109 (2014) 507, pp. 977-990
We propose a Bayesian generalized low-rank regression model (GLRR) for the analysis of both high-dimensional responses and covariates. This development is motivated by performing searches for associations between genetic variants and brain imaging phenotypes. GLRR integrates a low rank matrix to...