From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning

Covers the optimism in the face of uncertainty principle applied to large scale optimization problems under finite numerical budget. The initial motivation for this research originated from the empirical success of the Monte-Carlo Tree Search method popularized in Computer Go and further extended to...

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Detalles Bibliográficos
Autor principal: Munos, Rémi
Lenguaje:eng
Publicado: Now Publishers 2014
Materias:
XX
Acceso en línea:http://cds.cern.ch/record/2761912
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author Munos, Rémi
author_facet Munos, Rémi
author_sort Munos, Rémi
collection CERN
description Covers the optimism in the face of uncertainty principle applied to large scale optimization problems under finite numerical budget. The initial motivation for this research originated from the empirical success of the Monte-Carlo Tree Search method popularized in Computer Go and further extended to other games, optimization, and planning problems.
id cern-2761912
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2014
publisher Now Publishers
record_format invenio
spelling cern-27619122021-04-21T16:39:19Zhttp://cds.cern.ch/record/2761912engMunos, RémiFrom bandits to monte-carlo tree search: the optimistic principle applied to optimization and planningXXCovers the optimism in the face of uncertainty principle applied to large scale optimization problems under finite numerical budget. The initial motivation for this research originated from the empirical success of the Monte-Carlo Tree Search method popularized in Computer Go and further extended to other games, optimization, and planning problems.Now Publishersoai:cds.cern.ch:27619122014
spellingShingle XX
Munos, Rémi
From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title_full From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title_fullStr From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title_full_unstemmed From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title_short From bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
title_sort from bandits to monte-carlo tree search: the optimistic principle applied to optimization and planning
topic XX
url http://cds.cern.ch/record/2761912
work_keys_str_mv AT munosremi frombanditstomontecarlotreesearchtheoptimisticprincipleappliedtooptimizationandplanning

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