Time-efficient Bayesian Inference for a (Skewed) Von Mises Distribution on the Torus in a Deep Probabilistic Programming Language.
Ola RønningChristophe LeyKanti V. MardiaThomas HamelryckPublished in: MFI (2021)
Keyphrases
- programming language
- bayesian inference
- probabilistic model
- hierarchical bayesian
- general purpose
- programming environment
- object oriented
- software engineering
- high level
- prior information
- von mises
- strongly typed
- hyperparameters
- prior distribution
- denotational semantics
- computer programs
- object oriented programming
- bayesian networks
- random variables
- graphical models
- generative model
- conditional probabilities
- data model
- expectation propagation
- reinforcement learning