On entropy decomposition and new bounds on the partition function.
Mehdi MolkaraiePayam PakzadPublished in: ISIT (2005)
Keyphrases
- partition function
- upper bound
- upper and lower bounds
- lower bound
- markov random field
- closed form
- approximate inference
- lower and upper bounds
- importance sampling
- belief propagation
- structured prediction
- random fields
- probability density function
- parameter estimation
- information theoretic
- maximum likelihood estimation
- machine learning
- structure learning
- markov chain
- graphical models
- bayesian framework
- monte carlo
- low dimensional
- learning algorithm