作者:Na, S.; Kolar, M.; Koyejo, O.
作者单位:University of Chicago; University of Chicago; University of Illinois System; University of Illinois Urbana-Champaign
摘要:Differential graphical models are designed to represent the difference between the conditional dependence structures of two groups, and thus are of particular interest for scientific investigations. Motivated by modern applications, this manuscript considers an extended setting where each group is generated by a latent variable Gaussian graphical model. Due to the existence of latent factors, the differential network is decomposed into sparse and low-rank components, both of which are symmetri...