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