Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models.
Andrea RotnitzkyEzequiel SmuclerPublished in: J. Mach. Learn. Res. (2020)
Keyphrases
- graphical models
- belief propagation
- bayesian networks
- probabilistic model
- random variables
- approximate inference
- probabilistic graphical models
- probabilistic inference
- conditional random fields
- markov networks
- conditional independence
- structure learning
- exact inference
- factor graphs
- loopy belief propagation
- belief networks
- models with hidden variables
- map inference
- relational dependency networks
- graphical structure
- exponential family
- lower bound
- statistical inference
- causal relationships
- image segmentation
- conditional probabilities
- graph structure