Entropic Inequality Constraints from e-separation Relations in Directed Acyclic Graphs with Hidden Variables.
Noam FinkelsteinBeata ZjawinElie WolfeIlya ShpitserRobert W. SpekkensPublished in: UAI (2021)
Keyphrases
- directed acyclic graph
- hidden variables
- inequality constraints
- observed variables
- bayesian networks
- probabilistic model
- nonlinear programming
- constrained optimization
- latent variables
- interior point methods
- causal models
- generative model
- conditional independence
- directed graph
- random variables
- em algorithm
- equality constraints
- bayesian inference
- markov networks
- markov property
- graphical models
- posterior distribution
- optimization problems
- incomplete data
- undirected graph
- network structure
- causal relations