Hybrid Bayesian network discovery with latent variables by scoring multiple interventions.
Kiattikun ChobthamAnthony C. ConstantinouNeville Kenneth KitsonPublished in: Data Min. Knowl. Discov. (2023)
Keyphrases
- latent variables
- probabilistic model
- bayesian networks
- random variables
- hidden variables
- approximate inference
- posterior distribution
- exact inference
- graphical models
- hierarchical model
- latent variable models
- real valued
- variational bayes
- causal discovery
- observational data
- prior knowledge
- causal relationships
- structural svms
- topic models
- probabilistic inference
- probability distribution
- conditionally independent
- directed acyclic graph
- conditional probabilities
- discovery process
- conditional independence
- probabilistic graphical models
- latent space
- data sets
- factor graphs
- generative model
- active learning
- observed variables
- image segmentation
- learning algorithm