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ESOP
2011
Springer
13 years 1 months ago
Measure Transformer Semantics for Bayesian Machine Learning
Abstract. The Bayesian approach to machine learning amounts to inferring posterior distributions of random variables from a probabilistic model of how the variables are related (th...
Johannes Borgström, Andrew D. Gordon, Michael...
CLIMA
2004
13 years 11 months ago
From Logic Programs Updates to Action Description Updates
An important branch of investigation in the field agents has been the definition of high level languages for representing effects of actions, the programs written in such languages...
José Júlio Alferes, Federico Banti, ...
JMLR
2012
12 years 12 days ago
Bayesian Quadrature for Ratios
We describe a novel approach to quadrature for ratios of probabilistic integrals, such as are used to compute posterior probabilities. This approach offers performance superior t...
Michael A. Osborne, Roman Garnett, Stephen J. Robe...
LICS
2002
IEEE
14 years 2 months ago
Separation Logic: A Logic for Shared Mutable Data Structures
In joint work with Peter O’Hearn and others, based on early ideas of Burstall, we have developed an extension of Hoare logic that permits reasoning about low-level imperative pr...
John C. Reynolds
PLPV
2011
ACM
13 years 24 days ago
Local actions for a curry-style operational semantics
Soundness proofs of program logics such as Hoare logics and type systems are often made easier by decorating the operational semantics with information that is useful in the proof...
Gordon Stewart, Andrew W. Appel