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...

Descrición completa

Detalles Bibliográficos
Main Authors: Dash, S, Kaddar, Y, Paquet, H, Staton, S
Formato: Conference item
Idioma:English
Publicado: ACM SIGPLAN 2023