Nonparametric Bayesian sparse factor models with application to gene expression modeling

David Knowles, Zoubin Ghahramani

A nonparametric Bayesian extension of Factor Analysis (FA) is proposed where observed data $\mathbf{Y}$ is modeled as a linear superposition, $\mathbf{G}$, of a potentially infinit…