Characterizing the Bethe Partition Function of Double-Edge Factor Graphs via Graph Covers.
Yuwen HuangPascal O. VontobelPublished in: ISIT (2020)
Keyphrases
- factor graphs
- partition function
- belief propagation
- approximate inference
- message passing
- undirected graphical models
- graphical models
- undirected graph
- free energy
- markov random field
- graph cuts
- probabilistic inference
- exact inference
- structured prediction
- importance sampling
- gaussian process
- parameter estimation
- random fields
- directed acyclic graph
- dynamic bayesian networks
- variational methods
- stereo matching
- latent variables
- probabilistic graphical models
- distributed systems
- closed form
- markov networks
- upper bound
- bayesian networks
- parameter learning
- probability density function
- kalman filter
- random variables
- probabilistic model
- learning algorithm
- belief networks
- post processing
- pairwise
- lower bound