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...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Dash, S, Kaddar, Y, Paquet, H, Staton, S
Format: Conference item
Sprache:English
Veröffentlicht: ACM SIGPLAN 2023