Testing Conditional Independence via Quantile Regression Based Partial Copulas.
Lasse PetersenNiels Richard HansenPublished in: J. Mach. Learn. Res. (2021)
Keyphrases
- conditional independence
- bayesian networks
- random variables
- probability distribution
- graphical models
- learning bayesian networks
- structure learning
- directed acyclic graph
- causal models
- possibility theory
- gaussian model
- structure and parameter learning
- probability theory
- conditional independencies
- axiomatic characterization
- bayesian network structure
- aggregation functions
- gaussian process
- statistical independence
- marginal distributions
- bayesian inference
- posterior probability
- parameter estimation
- markov blanket
- markov property
- chain graphs
- state space