Identifying Nonlinear 1-Step Causal Influences in Presence of Latent Variables.
Saber SalehkaleybarJalal EtesamiNegar KiyavashPublished in: CoRR (2017)
Keyphrases
- latent variables
- causal relationships
- probabilistic model
- posterior distribution
- prior knowledge
- random variables
- observed variables
- topic models
- gaussian process
- variational bayes
- approximate inference
- bayesian networks
- real valued
- latent variable models
- structural svms
- structural model
- hierarchical model
- hidden variables
- observational data
- conditionally independent
- structured output
- max margin
- graphical models
- structural svm
- latent space
- causal relations
- directed graph