Denotational validation of higher-order Bayesian inference.
Adam ScibiorOhad KammarMatthijs VákárSam StatonHongseok YangYufei CaiKlaus OstermannSean K. MossChris HeunenZoubin GhahramaniPublished in: CoRR (2017)
Keyphrases
- bayesian inference
- higher order
- probabilistic model
- hyperparameters
- prior information
- bayesian model
- statistical inference
- operational semantics
- high order
- variational bayes
- hierarchical bayesian
- inference process
- conditional random fields
- particle filter
- variational inference
- expectation propagation
- pairwise
- weighted model counting
- probabilistic modeling
- hidden variables
- markov random field
- bayesian models
- gibbs sampler
- feature selection
- markov networks
- least squares
- variational approximation