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Counting without sampling: Asymptotics of the log-partition function for certain statistical physics models.
Antar Bandyopadhyay
David Gamarnik
Published in:
Random Struct. Algorithms (2008)
Keyphrases
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partition function
statistical physics
structured prediction
bayesian framework
parameter estimation
random fields
probability density function
importance sampling
maximum likelihood
closed form
regression model
belief propagation
maximum a posteriori
random sampling
learning curves