Necessary and sufficient conditions for optimal adjustment sets in causal graphical models with hidden variables.
Jakob RungePublished in: CoRR (2021)
Keyphrases
- sufficient conditions
- models with hidden variables
- hidden variables
- graphical models
- efficiently computable
- asymptotic stability
- probabilistic model
- generative model
- lyapunov function
- exponential stability
- exponential family
- bayesian networks
- optimal solution
- linear complementarity problem
- linear systems
- asymptotic optimality
- closed form
- bayesian inference
- genetic algorithm
- random variables
- optimal policy
- dynamic programming
- reinforcement learning
- image segmentation