Entropic Inequality Constraints from e-separation Relations in Directed Acyclic Graphs with Hidden Variables.
Noam FinkelsteinBeata ZjawinElie WolfeIlya ShpitserRobert W. SpekkensPublished in: CoRR (2021)
Keyphrases
- directed acyclic graph
- hidden variables
- inequality constraints
- observed variables
- constrained optimization
- nonlinear programming
- latent variables
- causal models
- probabilistic model
- random variables
- interior point methods
- bayesian networks
- em algorithm
- equality constraints
- bayesian inference
- generative model
- conditional independence
- directed graph
- graphical models
- causal relations
- markov networks
- incomplete data
- linear programming
- undirected graph
- linear constraints
- missing values
- lower bound
- observational data
- posterior distribution
- convex optimization
- topic models
- objective function
- reinforcement learning