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Game Theory-based Data Mining Technique for Strategy Making of a Soccer Simulation Coach Agent

Author:
Milani Fard, Amin [DBLP] ;
Salmani, Vahid [DBLP] ;
Naghibzadeh, Mahmoud [DBLP] ;
Khajouie Nejad, Sedigheh [DBLP] ;
Ahmadi, Hamed [DBLP]
Abstract
Soccer simulation is an effort to motivate researchers to perform artificial and robotic intelligence investigations in a multi-agent system framework. In this paper, we propose a game theoric-based data mining approach to help the coach agent select the best strategy for each soccer player agent in order to gain the most probable payoffs.These payoffs are calculated both static and dynamic i.e. are taken from experience results that are stored in a knowledge-base or is learned knowledge during the game. In this work we have confined ourselves to a model in which opponent strategy remains static. We take advantage of a learning algorithm with a polynomial time complexity in the number of states of the opponent strategy modeled by deterministic finite automata.
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Milani Fard, A., Salmani, V., Naghibzadeh, M., Khajouie Nejad, S. & Ahmadi, H., (2007). Game Theory-based Data Mining Technique for Strategy Making of a Soccer Simulation Coach Agent. In: Mayr, H. C. & Karagiannis, D. (Hrsg.), Information systems technology and its applications – 6th international conference – ISTA 2007. Bonn: Gesellschaft für Informatik e. V.. (S. 54-65).
@inproceedings{mci/Milani Fard2007,
author = {Milani Fard, Amin AND Salmani, Vahid AND Naghibzadeh, Mahmoud AND Khajouie Nejad, Sedigheh AND Ahmadi, Hamed},
title = {Game Theory-based Data Mining Technique for Strategy Making of a Soccer Simulation Coach Agent},
booktitle = {Information systems technology and its applications – 6th international conference – ISTA 2007},
year = {2007},
editor = {Mayr, Heinrich C. AND Karagiannis, Dimitris} ,
pages = { 54-65 },
publisher = {Gesellschaft für Informatik e. V.},
address = {Bonn}
}
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More Info

ISBN: 978-3-88579-2017
ISSN: 1617-5468
xmlui.MetaDataDisplay.field.date: 2007
Language: en (en)
Content Type: Text/Conference Paper
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Gesellschaft für Informatik e.V. (GI), Kontakt: Geschäftsstelle der GI
Diese Digital Library basiert auf DSpace.