Importance sampling-based estimation over AND/OR search spaces for graphical models.
Vibhav GogateRina DechterPublished in: Artif. Intell. (2012)
Keyphrases
- graphical models
- belief propagation
- probabilistic model
- search space
- random variables
- probabilistic graphical models
- structure learning
- conditional random fields
- approximate inference
- probabilistic inference
- factor graphs
- belief networks
- mini bucket
- bayesian networks
- exact inference
- markov networks
- map inference
- graph structure
- generative model
- statistical inference
- statistical relational learning
- monte carlo
- conditional independence
- markov chain monte carlo
- incomplete information
- loopy belief propagation
- undirected graphical models
- graphical structure