Rigorous Calculation of the Partition Function for the Finite Number of Ising Spins
Alexey A. PeretyatkoIvan A. BogatyrevVitalii Yu. KapitanYury V. KirienkoKonstantin V. NefedevValery I. BelokonPublished in: CoRR (2011)
Keyphrases
- finite number
- partition function
- markov random field
- upper bound
- closed form
- approximate inference
- random fields
- belief propagation
- upper and lower bounds
- importance sampling
- probability density function
- structured prediction
- parameter estimation
- maximum likelihood estimation
- graphical models
- bayesian framework
- structure learning
- conditional random fields
- lower bound
- image segmentation
- loopy belief propagation
- probabilistic inference
- energy function
- latent variables
- maximum a posteriori
- monte carlo
- maximum likelihood
- pairwise
- belief networks
- message passing
- gaussian process
- regression model
- higher order
- variational methods
- least squares
- special case
- image processing