Bridging Disentanglement with Independence and Conditional Independence via Mutual Information for Representation Learning.
Xiaojiang YangWendong BiYu ChengJunchi YanPublished in: CoRR (2019)
Keyphrases
- conditional independence
- mutual information
- structure and parameter learning
- bayesian network structure
- statistical independence
- learning bayesian networks
- random variables
- graphical models
- conditional independence tests
- bayesian networks
- inductive learning
- learning algorithm
- causal models
- continuous domains
- probability distribution
- axiomatic characterization
- directed acyclic graph
- bayes net
- background knowledge
- supervised learning
- similarity measure