Error Bounds for Asymptotic Approximations of the Partition Function.
Alexander BirmanYaakov KoganPublished in: Queueing Syst. Theory Appl. (1996)
Keyphrases
- error bounds
- partition function
- worst case
- upper bound
- closed form expressions
- markov random field
- closed form
- random fields
- lower bound
- upper and lower bounds
- belief propagation
- importance sampling
- approximate inference
- structured prediction
- parameter estimation
- probability density function
- maximum likelihood estimation
- theoretical analysis
- bayesian framework
- graphical models
- structure learning
- probabilistic model
- np hard
- conditional random fields
- loopy belief propagation
- pairwise
- maximum likelihood
- maximum a posteriori
- markov chain
- lower and upper bounds
- special case