The Bethe Partition Function of Log-supermodular Graphical Models
Nicholas RuozziPublished in: CoRR (2012)
Keyphrases
- special case
- partition function
- graphical models
- belief propagation
- approximate inference
- message passing
- free energy
- undirected graphical models
- probabilistic inference
- probabilistic model
- random variables
- structure learning
- exact inference
- markov networks
- probabilistic graphical models
- loopy belief propagation
- bayesian networks
- factor graphs
- conditional random fields
- structured prediction
- conditional independence
- variational methods
- belief networks
- energy minimization
- importance sampling
- random fields
- exponential family
- maximum entropy
- upper and lower bounds
- markov chain monte carlo
- density estimation
- upper bound
- marginal probabilities