Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders.
Eleni SgouritsaDominik JanzingJonas PetersBernhard SchölkopfPublished in: UAI (2013)
Keyphrases
- finite mixtures
- causal inference
- observational data
- minimum message length
- mixture model
- experimental data
- additive noise
- causal models
- density estimation
- em algorithm
- gaussian mixture model
- causal discovery
- abductive reasoning
- directed acyclic graph
- nonmonotonic reasoning
- expectation maximization
- unsupervised learning
- probabilistic model
- maximum likelihood
- latent variables
- sample size
- discrete data
- probability density function
- active learning
- causal relationships