MultiVerse: Causal Reasoning using Importance Sampling in Probabilistic Programming.
Yura PerovLogan GrahamKostis GourgouliasJonathan G. RichensCiarán M. LeeAdam BakerSaurabh JohriPublished in: CoRR (2019)
Keyphrases
- importance sampling
- causal reasoning
- monte carlo
- markov chain
- kalman filter
- causal models
- particle filter
- programming language
- particle filtering
- approximate inference
- directed acyclic graph
- generative model
- probabilistic model
- markov chain monte carlo
- bayesian networks
- image segmentation
- graphical models
- knowledge representation
- pairwise