Academic Journal
On Iteration in Discrete Probabilistic Programming
| Τίτλος: | On Iteration in Discrete Probabilistic Programming |
|---|---|
| Συγγραφείς: | Torres-Ruiz, Mateo, Piedeleu, Robin, Silva, Alexandra, Zanasi, Fabio |
| Συνεισφορές: | Mateo Torres-Ruiz and Robin Piedeleu and Alexandra Silva and Fabio Zanasi |
| Στοιχεία εκδότη: | Schloss Dagstuhl – Leibniz-Zentrum für Informatik |
| Έτος έκδοσης: | 2024 |
| Συλλογή: | DROPS - Dagstuhl Research Online Publication Server (Schloss Dagstuhl - Leibniz Center for Informatics ) |
| Θεματικοί όροι: | Probabilistic programming, Programming languages semantics, Unbounded iteration |
| Περιγραφή: | Discrete probabilistic programming languages provide an expressive tool for representing and reasoning about probabilistic models. These languages typically define the semantics of a program through its posterior distribution, obtained through exact inference techniques. While the semantics of standard programming constructs in this context is well understood, there is a gap in extending these languages with tools to reason about the asymptotic behaviour of programs. In this paper, we introduce unbounded iteration in the context of a discrete probabilistic programming language, give it a semantics, and show how to compute it exactly. This allows us to express the stationary distribution of a probabilistic function while preserving the efficiency of exact inference techniques. We discuss the advantages and limitations of our approach, showcasing their practical utility by considering examples where bounded iteration poses a challenge due to the inherent difficulty of assessing the proximity of a distribution to its stationary point. |
| Τύπος εγγράφου: | article in journal/newspaper conference object |
| Περιγραφή αρχείου: | application/pdf |
| Γλώσσα: | English |
| Relation: | Is Part Of LIPIcs, Volume 299, 9th International Conference on Formal Structures for Computation and Deduction (FSCD 2024); https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FSCD.2024.20 |
| DOI: | 10.4230/LIPIcs.FSCD.2024.20 |
| Διαθεσιμότητα: | https://doi.org/10.4230/LIPIcs.FSCD.2024.20 https://nbn-resolving.org/urn:nbn:de:0030-drops-203490 https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FSCD.2024.20 |
| Rights: | https://creativecommons.org/licenses/by/4.0/legalcode |
| Αριθμός Καταχώρησης: | edsbas.6547585 |
| Βάση Δεδομένων: | BASE |
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