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Multiple Overlapping Tiles for Contextual Monte Carlo Tree Search

Author: {R}immel, {A}rpad and {T}eytaud, {F}abien
EntryType: inproceedings
Abstract: {M}onte {C}arlo {T}ree {S}earch is a recent algorithm that achieves more and more successes in various domains. {W}e propose an improvement of the {M}onte {C}arlo part of the algorithm by modifying the simulations depending on the context. {T}he modification is based on a reward function learned on a tiling of the space of {M}onte {C}arlo simulations. {T}he tiling is done by regrouping the {M}onte {C}arlo simulations where two moves have been selected by one player. {W}e show that it is very efficient by experimenting on the game of {H}avannah.
Language: {A}nglais
Affiliation: {TAO} - {INRIA} {S}aclay - {I}le de {F}rance - {INRIA} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI} - {TAO} - {INRIA} {F}uturs - {INRIA} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI} - {L}aboratoire de {R}echerche en {I}nformatique - {LRI} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI}
Booktitle: {E}vostar
Year: 2010
Address: {I}stanbul {T}urquie
Audience: internationale
Url: http://hal.inria.fr/inria-00456422/PDF/CMC.pdf

Bibtex:
%% inria-00456422, version 1
%% http://hal.inria.fr/inria-00456422/en/
@inproceedings{RIMMEL:2010:INRIA-00456422:1,
title = { {M}ultiple {O}verlapping {T}iles for {C}ontextual {M}onte {C}arlo {T}ree {S}earch},
author = {{R}immel, {A}rpad and {T}eytaud, {F}abien},
abstract = {{M}onte {C}arlo {T}ree {S}earch is a recent algorithm that achieves more and more successes in various domains. {W}e propose an improvement of the {M}onte {C}arlo part of the algorithm by modifying the simulations depending on the context. {T}he modification is based on a reward function learned on a tiling of the space of {M}onte {C}arlo simulations. {T}he tiling is done by regrouping the {M}onte {C}arlo simulations where two moves have been selected by one player. {W}e show that it is very efficient by experimenting on the game of {H}avannah.},
language = {{A}nglais},
affiliation = {{TAO} - {INRIA} {S}aclay - {I}le de {F}rance - {INRIA} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI} - {TAO} - {INRIA} {F}uturs - {INRIA} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI} - {L}aboratoire de {R}echerche en {I}nformatique - {LRI} - {CNRS} : {UMR}8623 - {U}niversit{\'e} {P}aris {S}ud - {P}aris {XI} },
booktitle = {{E}vostar },
year = {2010},
address = {{I}stanbul {T}urquie },
audience = {internationale },
URL = {http://hal.inria.fr/inria-00456422/en/},
URL = {http://hal.inria.fr/inria-00456422/PDF/CMC.pdf},
} 

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Shared by: Fabien Teytaud
Last update: 2011-04-12 09:54:02
Publication #854

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