Norman Fenton

Bayesian networks in healthcare: Distribution by medical condition

2020 · Artificial Intelligence in Medicine

Bayesian networks (BNs) have received increasing research attention that is not matched by adoption in practice and yet have potential to significantly benefit healthcare. Hitherto, research works have not investigated the types of medical conditions …

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 …