Relaxation-Aware Heuristics for Exact Optimization in Graphical Models.
Fulya TrösserSimon de GivryGeorge KatsirelosPublished in: CPAIOR (2020)
Keyphrases
- graphical models
- mini bucket
- belief propagation
- probabilistic model
- probabilistic inference
- approximate inference
- bayesian networks
- random variables
- structure learning
- probabilistic graphical models
- markov networks
- conditional random fields
- marginal probabilities
- map inference
- conditional independence
- search algorithm
- optimization problems
- statistical inference
- factor graphs
- exact inference
- structural learning
- statistical relational learning
- objective function
- belief networks
- higher order
- bayesian inference
- possibilistic networks