Youssef Marzouk

Learning Local Neighborhoods of Non-Gaussian Graphical Models

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Identifying the Markov properties or conditional independencies of a collection of random variables is a fundamental task in statistics for modeling and inference. Existing approaches often learn the structure of a probabilistic graph, which encodes …