Expectation consistent approximate inference: Generalizations and convergence.
Alyson K. FletcherMojtaba Sahraee-ArdakanSundeep RanganPhilip SchniterPublished in: ISIT (2016)
Keyphrases
- approximate inference
- graphical models
- belief propagation
- probabilistic inference
- gaussian process
- exact inference
- parameter estimation
- message passing
- variational methods
- bayesian networks
- expectation propagation
- conditional random fields
- latent variables
- loopy belief propagation
- factor graphs
- structured prediction
- probabilistic model
- machine learning
- belief networks
- random variables
- markov random field
- dynamic bayesian networks
- free energy
- model selection
- least squares
- hidden markov models
- high quality