Particle Gibbs with Ancestor Sampling for Probabilistic Programs.
Jan-Willem van de MeentHongseok YangVikash MansinghkaFrank D. WoodPublished in: CoRR (2015)
Keyphrases
- monte carlo
- markov chain monte carlo
- probabilistic model
- generative model
- markov random field
- posterior probability
- random walk
- context sensitive
- data sets
- sampling strategy
- programming environment
- computer programs
- uncertain data
- data driven
- parameter space
- high level
- machine learning
- importance sampling
- sampling methods
- probabilistic logic
- database
- sampling strategies
- gibbs distribution