Exact Bayesian inference on discrete models via probability generating functions: a probabilistic programming approach

<p>We present an exact Bayesian inference method for discrete statistical models, which can find exact solutions to a large class of discrete inference problems, even with infinite support and continuous priors.To express such models, we introduce a probabilistic programming language that supp...

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Bibliographic Details
Main Authors: Zaiser, F, Murawski, AS, Ong, C-HL
Format: Conference item
Language:English
Published: Curran Associates 2024