Expectation Propagation for Likelihoods Depending on an Inner Product of Two Multivariate Random Variables.
Tomi PeltolaPasi JylänkiAki VehtariPublished in: AISTATS (2014)
Keyphrases
- random variables
- expectation propagation
- approximate inference
- graphical models
- latent variables
- gaussian process
- bayesian inference
- variational bayes
- belief propagation
- probability distribution
- density estimation
- bayesian networks
- regression model
- probabilistic model
- posterior distribution
- exact inference
- conditional independence
- marginal likelihood
- probabilistic inference
- conditional probabilities
- conditional random fields
- variational methods
- gaussian processes
- markov networks
- message passing
- bayesian methods
- loopy belief propagation
- posterior probability
- structure learning
- state variables
- belief networks
- hidden variables
- feature selection