Counterfactual Graphical Models for Longitudinal Mediation Analysis With Unobserved Confounding.
Ilya ShpitserPublished in: Cogn. Sci. (2013)
Keyphrases
- graphical models
- random variables
- belief propagation
- probabilistic model
- conditional random fields
- probabilistic graphical models
- statistical inference
- approximate inference
- factor graphs
- bayesian networks
- statistical relational learning
- structure learning
- graph structure
- probabilistic inference
- markov networks
- latent variables
- upper bound
- probability distribution