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Stochastic optimization: beyond mathematical programming

<!--HTML-->Stochastic optimization, among which bio-inspired algorithms, is gaining momentum in areas where more classical optimization algorithms fail to deliver satisfactory results, or simply cannot be directly applied. This presentation will introduce baseline stochastic optimization algo...

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Autor principal: SCHOENAUER, Marc
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:http://cds.cern.ch/record/2102350
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author SCHOENAUER, Marc
author_facet SCHOENAUER, Marc
author_sort SCHOENAUER, Marc
collection CERN
description <!--HTML-->Stochastic optimization, among which bio-inspired algorithms, is gaining momentum in areas where more classical optimization algorithms fail to deliver satisfactory results, or simply cannot be directly applied. This presentation will introduce baseline stochastic optimization algorithms, and illustrate their efficiency in different domains, from continuous non-convex problems to combinatorial optimization problem, to problems for which a non-parametric formulation can help exploring unforeseen possible solution spaces.
id cern-2102350
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2015
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spelling cern-21023502022-11-02T22:33:39Zhttp://cds.cern.ch/record/2102350engSCHOENAUER, MarcStochastic optimization: beyond mathematical programmingData Science @ LHC 2015 WorkshopLPCC Workshops<!--HTML-->Stochastic optimization, among which bio-inspired algorithms, is gaining momentum in areas where more classical optimization algorithms fail to deliver satisfactory results, or simply cannot be directly applied. This presentation will introduce baseline stochastic optimization algorithms, and illustrate their efficiency in different domains, from continuous non-convex problems to combinatorial optimization problem, to problems for which a non-parametric formulation can help exploring unforeseen possible solution spaces.oai:cds.cern.ch:21023502015
spellingShingle LPCC Workshops
SCHOENAUER, Marc
Stochastic optimization: beyond mathematical programming
title Stochastic optimization: beyond mathematical programming
title_full Stochastic optimization: beyond mathematical programming
title_fullStr Stochastic optimization: beyond mathematical programming
title_full_unstemmed Stochastic optimization: beyond mathematical programming
title_short Stochastic optimization: beyond mathematical programming
title_sort stochastic optimization: beyond mathematical programming
topic LPCC Workshops
url http://cds.cern.ch/record/2102350
work_keys_str_mv AT schoenauermarc stochasticoptimizationbeyondmathematicalprogramming
AT schoenauermarc datasciencelhc2015workshop