Improving Optimization-Based Approximate Inference by Clamping Variables.
Junyao ZhaoJosip DjolongaSebastian TschiatschekAndreas KrausePublished in: UAI (2017)
Keyphrases
- approximate inference
- factor graphs
- graphical models
- belief propagation
- probabilistic inference
- markov blanket
- exact inference
- message passing
- gaussian process
- parameter estimation
- latent variables
- conditional random fields
- random variables
- loopy belief propagation
- variational methods
- bayesian networks
- expectation propagation
- free energy
- dynamic bayesian networks
- graph cuts
- conditional probabilities
- structured prediction