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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Bibliografiska uppgifter
Huvudupphovsmän: Dash, S, Kaddar, Y, Paquet, H, Staton, S
Materialtyp: Conference item
Språk:English
Publicerad: ACM SIGPLAN 2023