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...

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Bibliographic Details
Main Authors: Dash, S, Kaddar, Y, Paquet, H, Staton, S
Format: Conference item
Language:English
Published: ACM SIGPLAN 2023