Venture: a higher-order probabilistic programming platform with programmable inference.
Vikash K. MansinghkaDaniel SelsamYura N. PerovPublished in: CoRR (2014)
Keyphrases
- higher order
- bayesian networks
- belief networks
- inference process
- probabilistic reasoning
- probabilistic networks
- bayesian reasoning
- programming language
- high order
- natural images
- probabilistic model
- real time
- factor graphs
- general purpose
- posterior probability
- uncertain data
- higher order cliques
- probabilistic inference
- bayesian inference
- independence assumption
- inference in bayesian networks
- variable elimination
- logical inference
- bayes nets
- scripting language
- computer programming
- generative model
- markov random field
- low cost
- exact inference
- bayesian model
- programming environment
- development environment
- inference mechanism
- lower order
- conditional probabilities
- conditional random fields
- pairwise
- high level