Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination.
Kun ZhangBiwei HuangJiji ZhangClark GlymourBernhard SchölkopfPublished in: IJCAI (2017)
Keyphrases
- non stationary
- heterogeneous data
- causal discovery
- causal models
- fractional brownian motion
- causal relationships
- data integration
- causal structure
- data management
- data sources
- complex data
- databases
- bayesian networks
- metadata
- discovery process
- parameter estimation
- gaussian markov random fields
- association rules
- high dimensional data
- directed acyclic graph
- search engine
- real world
- instantaneous frequency
- data analysis
- training data
- e learning
- database