Yeshu Li

Distributionally Robust Skeleton Learning of Discrete Bayesian Networks

2023 · arXiv (Cornell University)

We consider the problem of learning the exact skeleton of general discrete Bayesian networks from potentially corrupted data. Building on distributionally robust optimization and a regression approach, we propose to optimize the most adverse risk …