Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits.
Hjalmar WijkBenjie WangMarta KwiatkowskaPublished in: IJCAI (2022)
Keyphrases
- bayesian networks
- constraint relaxation
- credal networks
- constraint satisfaction
- probabilistic reasoning
- structure learning
- probabilistic model
- posterior probability
- variable elimination
- conditional probabilities
- graphical models
- probabilistic inference
- model averaging
- bayesian network structures
- conditional independence
- probability distribution
- random variables
- probabilistic logic
- learning bayesian networks
- probabilistic knowledge
- maximum entropy
- causal networks