Nearest-Neighbor Sampling Based Conditional Independence Testing.
Shuai LiZiqi ChenHongtu ZhuChristina Dan WangWang WenPublished in: CoRR (2023)
Keyphrases
- conditional independence
- nearest neighbor
- bayesian networks
- random variables
- graphical models
- probability distribution
- k nearest neighbor
- directed acyclic graph
- knn
- learning bayesian networks
- structure learning
- causal models
- bayesian network structure
- statistical independence
- high dimensional data
- training set
- chain graphs
- neural network
- possibility theory
- structure and parameter learning
- probabilistic model
- probability theory
- conditional independencies
- axiomatic characterization
- classification rules
- data points
- causal discovery
- markov property