{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/piecewise-deterministic-markov-processes-for","title":"Piecewise Deterministic Markov Processes for Scalable Monte Carlo on Restricted Domains","arxiv_id":"1701.04244","date":"2017-01-16","proceeding":null,"authors":["Joris Bierkens","Alexandre Bouchard-Côté","Arnaud Doucet","Andrew B. Duncan","Paul Fearnhead","Thibaut Lienart","Gareth Roberts","Sebastian J. Vollmer"],"abstract":"Piecewise Deterministic Monte Carlo algorithms enable simulation from a posterior distribution, whilst only needing to access a sub-sample of data at each iteration. We show how they can be implemented in settings where the parameters live on a restricted domain.","url_abs":"http://arxiv.org/abs/1701.04244v3","url_pdf":"http://arxiv.org/pdf/1701.04244v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"links_only","authors_date_abstract":"arXiv metadata, CC0 1.0 (https://info.arxiv.org/help/license), from the Kaggle arXiv metadata snapshot of 2026-09-12"},"code_links":[{"paper_slug":"piecewise-deterministic-markov-processes-for","repo_url":"https://github.com/alan-turing-institute/PDSampler.jl","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"piecewise-deterministic-markov-processes-for","repo_url":"https://github.com/tlienart/ConstrainedPDMP","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"piecewise-deterministic-markov-processes-for","repo_url":"https://github.com/UnofficialJuliaMirror/PDSampler.jl-f9d848e4-75a0-5321-a43a-fbaa97166838","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"piecewise-deterministic-markov-processes-for","repo_url":"https://github.com/UnofficialJuliaMirrorSnapshots/PDSampler.jl-f9d848e4-75a0-5321-a43a-fbaa97166838","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1701.04244","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}