A unified framework to prove multiplicative inequalities for the partition function.
Koustav BanerjeePublished in: Adv. Appl. Math. (2024)
Keyphrases
- partition function
- approximate inference
- markov random field
- closed form
- upper bound
- importance sampling
- random fields
- structured prediction
- probability density function
- upper and lower bounds
- belief propagation
- bayesian framework
- parameter estimation
- graphical models
- lower bound
- maximum likelihood estimation
- loopy belief propagation
- bayesian networks
- gaussian process
- least squares
- support vector machine