Identification of Time-Dependent Causal Model: A Gaussian Process Treatment.
Biwei HuangKun ZhangBernhard SchölkopfPublished in: IJCAI (2015)
Keyphrases
- gaussian process
- causal models
- causal discovery
- gaussian processes
- regression model
- gaussian process regression
- conditional independence
- causal relationships
- approximate inference
- gaussian process models
- hyperparameters
- semi supervised
- latent variables
- gaussian process classification
- bayesian framework
- model selection
- expectation propagation
- sparse approximations
- covariance function
- directed acyclic graph
- pairwise
- bayesian inference
- closed form
- graphical models
- prior knowledge
- learning process
- decision trees