Multi-language evaluation of exact solvers in graphical model discrete optimization.
Barry HurleyBarry O'SullivanDavid AlloucheGeorge KatsirelosThomas SchiexMatthias ZytnickiSimon de GivryPublished in: Constraints An Int. J. (2016)
Keyphrases
- graphical models
- discrete optimization
- belief propagation
- probabilistic inference
- probabilistic model
- random variables
- probabilistic graphical models
- combinatorial optimization problems
- approximate inference
- map inference
- conditional random fields
- belief networks
- bayesian networks
- gaussian graphical models
- structure learning
- markov networks
- conditional dependencies
- conditional independence
- exact inference
- models with hidden variables
- greedy algorithm
- machine learning
- reinforcement learning
- undirected graphical models
- factor graphs
- object recognition
- multi objective
- hidden markov models
- worst case
- optimization problems
- message passing
- particle swarm optimization
- graph matching