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