High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching

Daniel J. Williams, Leyang Wang, Qizhen Ying +2

This paper addresses differential inference in time-varying parametric probabilistic models, like graphical models with changing structures. Instead of estimating a high-dimensiona…