Identifying nonlinear 1-step causal influences in presence of latent variables.
Saber SalehkaleybarJalal EtesamiNegar KiyavashPublished in: ISIT (2017)
Keyphrases
- latent variables
- causal relationships
- probabilistic model
- structural model
- latent variable models
- topic models
- posterior distribution
- random variables
- observational data
- variational bayes
- gaussian process
- factor graphs
- approximate inference
- observed variables
- prior knowledge
- hierarchical model
- conditionally independent
- bayesian networks
- real valued
- structured prediction
- hidden variables
- structured output
- causal discovery
- graphical models
- markov random field
- structural svms
- latent space
- max margin
- causal models
- causal effects
- data mining