On statistical inference when fixed points of belief propagation are unstable.
Siqi LiuSidhanth MohantyPrasad RaghavendraPublished in: FOCS (2021)
Keyphrases
- statistical inference
- belief propagation
- fixed point
- graphical models
- message passing
- approximate inference
- probabilistic model
- random variables
- bayesian networks
- probabilistic inference
- loopy belief propagation
- conditional random fields
- free energy
- energy minimization
- model selection
- factor graphs
- stereo matching
- markov random field
- graph cuts
- bayesian inference
- statistical learning
- bethe free energy
- three dimensional
- statistical methods
- depth map
- pairwise
- machine learning
- generalized belief propagation