Zobrazeno 1 - 10
of 7 434
pro vyhledávání: '"Staton A"'
Autor:
Liell-Cock, Jack, Staton, Sam
Imprecise probability is concerned with uncertainty about which probability distributions to use. It has applications in robust statistics and elsewhere. Imprecise probability can be modelled in various ways, including by convex sets of probability d
Externí odkaz:
http://arxiv.org/abs/2405.09391
Notions of computation can be modelled by monads. Algebraic effects offer a characterization of monads in terms of algebraic operations and equational axioms, where operations are basic programming features, such as reading or updating the state, and
Externí odkaz:
http://arxiv.org/abs/2402.03103
Autor:
Stein, Dario, Staton, Sam
We spell out the paradigm of exact conditioning as an intuitive and powerful way of conditioning on observations in probabilistic programs. This is contrasted with likelihood-based scoring known from languages such as Stan. We study exact conditionin
Externí odkaz:
http://arxiv.org/abs/2312.17141
Autor:
Ackerman, Nathanael L., Freer, Cameron E., Kaddar, Younesse, Karwowski, Jacek, Moss, Sean K., Roy, Daniel M., Staton, Sam, Yang, Hongseok
Publikováno v:
Proc. ACM Program. Lang. 8, POPL, Article 61 (2024), pp 1819-1849
We study semantic models of probabilistic programming languages over graphs, and establish a connection to graphons from graph theory and combinatorics. We show that every well-behaved equational theory for our graph probabilistic programming languag
Externí odkaz:
http://arxiv.org/abs/2312.17127
Computational effects are commonly modelled by monads, but often a monad can be presented by an algebraic theory of operations and equations. This talk is about monads and algebraic theories for languages for inference, and their connections to semir
Externí odkaz:
http://arxiv.org/abs/2312.16694
Autor:
Staton, Sam, Vasilakopoulou, Christina
Publikováno v:
EPTCS 397, 2023
The Sixth International Conference on Applied Category Theory took place at the University of Maryland, 31 July -- 4 August 2023. This conference follows the previous meetings at Leiden (2018), Oxford (2019), MIT (2020, fully online), Cambridge (2021
Externí odkaz:
http://arxiv.org/abs/2312.08138
Autor:
Kaddar, Younesse, Staton, Sam
Publikováno v:
Electronic Notes in Theoretical Informatics and Computer Science, Volume 3 - Proceedings of MFPS XXXIX (November 23, 2023) entics:12291
Stochastic memoization is a higher-order construct of probabilistic programming languages that is key in Bayesian nonparametrics, a modular approach that allows us to extend models beyond their parametric limitations and compose them in an elegant an
Externí odkaz:
http://arxiv.org/abs/2309.09467
Autor:
Michele Staton, Mary Levi, Erin Winston, Carrie B. Oser, Amanda Fallin-Bennett, Megan Dickson, J. Matthew Webster, Carl Leukefeld, Martha Tillson
Publikováno v:
BMC Women's Health, Vol 24, Iss 1, Pp 1-14 (2024)
Abstract Background Opioid use disorder (OUD) remains a significant health care need for women, particularly those involved in the criminal legal system (CLS). There are no studies to date that focus on the utilization of telehealth as a platform for
Externí odkaz:
https://doaj.org/article/44d939f8bf87479489daa7278fcbb942
Autor:
Tom Staton, Nicholas Davison, Sally Westaway, Lisa Arguile, Nina Adams, Victor Aguilera, Lillie Bellamy, Alysoun Bolger, Richard Gantlett, Steven Jacobs, Niamh Noone, Joanna T. Staley, Laurence G. Smith
Publikováno v:
Communications Earth & Environment, Vol 5, Iss 1, Pp 1-10 (2024)
Abstract Organic food systems are recognised as an important component in meeting United Nations’ (UN) Sustainable Development Goals. A leverage points perspective can help to identify approaches which have the potential to facilitate transformativ
Externí odkaz:
https://doaj.org/article/3dafaa395de740f6a0145761675b02b1
Autor:
Stein, Dario1 dario.stein@ru.nl, Staton, Sam2 sam.staton@cs.ox.ac.uk
Publikováno v:
Journal of the ACM. Feb2024, Vol. 71 Issue 1, p1-53. 53p.