Bryon Aragam

NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters

2021 · arXiv (Cornell University)

Context-specific Bayesian networks (i.e. directed acyclic graphs, DAGs) identify context-dependent relationships between variables, but the non-convexity induced by the acyclicity requirement makes it difficult to share information between context-specific estimators (e.g. with graph generator functions). …