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...

Полное описание

Библиографические подробности
Главные авторы: Dash, S, Kaddar, Y, Paquet, H, Staton, S
Формат: Conference item
Язык:English
Опубликовано: ACM SIGPLAN 2023