Martin Neil

Stacking Factorizing Partitioned Expressions in Hybrid Bayesian Network Models

2024 · arXiv (Cornell University)

Hybrid Bayesian networks (HBN) contain complex conditional probabilistic distributions (CPD) specified as partitioned expressions over discrete and continuous variables. The size of these CPDs grows exponentially with the number of parent nodes when using discrete …