Optimized structure learning of Bayesian Network for investigating causation of vehicles' on-road crashes.
Tianyi ChenYiik Diew WongXiupeng ShiXueqin WangPublished in: Reliab. Eng. Syst. Saf. (2022)
Keyphrases
- structure learning
- bayesian networks
- vehicle detection
- learning bayesian networks
- graphical models
- traffic accidents
- parameter learning
- conditional independence
- bayesian network classifiers
- bayesian network structure learning
- structure learning algorithm
- markov logic networks
- markov blanket
- bayesian network structures
- continuous variables
- transfer learning
- markov networks
- probabilistic reasoning
- dynamic bayesian networks
- probability distribution
- probabilistic model
- probabilistic inference
- random variables
- causal relationships
- traffic flow
- posterior probability
- conditional random fields
- sample size
- maximum likelihood
- markov random field
- network structure
- parameter estimation
- conditional independence tests