Efficient inference in Bayes networks as a combinatorial optimization problem.
Zhaoyu LiBruce D'AmbrosioPublished in: Int. J. Approx. Reason. (1994)
Keyphrases
- combinatorial optimization
- efficient inference
- bayes networks
- markov networks
- graphical models
- probabilistic inference
- exact inference
- approximate inference
- conditional random fields
- belief propagation
- simulated annealing
- optimization problems
- metaheuristic
- probabilistic model
- graph structure
- hidden variables
- bayesian networks
- maximum margin
- structured prediction
- fully connected
- markov random field
- maximum likelihood
- constraint networks
- first order logic
- random variables
- bayesian inference
- belief networks
- document classification
- human pose estimation
- generative model
- parameter estimation
- background knowledge