Tractable Inference for Hybrid Bayesian Networks with NAT-Modeled Dynamic Discretization.
Yang XiangHanwen ZhengPublished in: FLAIRS (2022)
Keyphrases
- bayesian networks
- probabilistic inference
- probabilistic reasoning
- inference in bayesian networks
- continuous variables
- graphical models
- structure learning
- exact inference
- dynamic bayesian networks
- dynamic environments
- conditional probabilities
- expert knowledge
- bayesian belief networks
- parameter learning
- conditional independence
- probabilistic model
- np hard
- data sets
- learning bayesian networks
- bayesian network inference
- hidden variables
- incomplete data
- belief networks
- expectation maximization
- probability distribution
- computational complexity