2 papers
cs.LG2025
Conditional Independence Estimates for the Generalized Nonparanormal
Ujas Shah, Manuel Lladser, Rebecca Morrison
For general non-Gaussian distributions, the covariance and precision matrices do not encode the independence structure of the variables, as they do for the multivariate Gaussian. T…
cs.LG2025
Learning local neighborhoods of non-Gaussian graphical models: A measure transport approach
Sarah Liaw, Rebecca Morrison, Youssef Marzouk +1
Identifying the Markov properties or conditional independencies of a collection of random variables is a fundamental task in statistics for modeling and inference. Existing approac…