Structured Factored Inference for Probabilistic Programming.
Avi PfefferBrian E. RuttenbergWilliam KretschmerAlison O'ConnorPublished in: AISTATS (2018)
Keyphrases
- bayesian networks
- inference process
- dynamic bayesian networks
- belief networks
- programming language
- probabilistic reasoning
- probabilistic inference
- data driven
- probabilistic networks
- bayes nets
- bayesian reasoning
- structured data
- structured representations
- probabilistic model
- bayesian inference
- state space
- uncertain data
- logical inference
- variable elimination
- probabilistic modeling
- statistical relational learning
- object oriented
- decision theoretic
- inference mechanism
- probabilistic logic
- exact inference
- programming environment
- object oriented programming
- posterior probability
- first order logic
- hidden markov models
- data model