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