Gradient-Based Local Causal Structure Learning.
Jiaxuan LiangJun WangGuoxian YuCarlotta DomeniconiXiangliang ZhangMaozu GuoPublished in: IEEE Trans. Cybern. (2024)
Keyphrases
- structure learning
- bayesian networks
- markov blanket
- conditional independence
- graphical models
- causal models
- parameter learning
- causal relationships
- markov logic networks
- bayesian network structure learning
- bayesian network classifiers
- conditional independence tests
- causal discovery
- parameter estimation
- transfer learning
- sample size
- probabilistic reasoning
- probabilistic model
- posterior probability
- conditional probabilities
- random variables
- probability distribution
- structure learning algorithm
- approximate inference
- markov networks
- network structure
- conditional random fields
- upper bound
- pairwise