Affine monads and lazy structures for Bayesian programming
We show that streams and lazy data structures are a natural idiom for programming with infinite-dimensional Bayesian methods such as Poisson processes, Gaussian processes, jump processes, Dirichlet processes, and Beta processes. The crucial semantic idea, inspired by developments in synthetic probab...
Main Authors: | , , , |
---|---|
Format: | Conference item |
Sprog: | English |
Udgivet: |
ACM SIGPLAN
2023
|