Gaussian Approximation of Collective Graphical Models.
Li-Ping LiuDaniel SheldonThomas G. DietterichPublished in: CoRR (2014)
Keyphrases
- graphical models
- belief propagation
- random variables
- probabilistic model
- approximate inference
- bayesian networks
- probabilistic graphical models
- conditional random fields
- probabilistic inference
- map inference
- markov networks
- structure learning
- exact inference
- conditional independence
- graph structure
- partition function
- belief networks
- maximum likelihood
- exponential family
- closed form
- statistical inference
- approximation algorithms
- structural learning
- gaussian graphical models
- lower bound