DocumentCode
2006067
Title
Determination of the appropriate thresholds for memory retrieval of reversi from SOM
Author
Kakizoe, Y. ; Kamei, Kentaro
Author_Institution
Dept. of Production Syst., Nishinippon Inst. of Technol., Fukuoka, Japan
fYear
2012
fDate
20-24 Nov. 2012
Firstpage
473
Lastpage
476
Abstract
Memorizing and retrieval of a face of board is problem on constructing a board game agent because board games have problem of state explosion, “The curse of dimensionality.” We propose to memorize by Self-Organizing Maps and to retrieve from it. The problem of memorizing by SOM is determination of the thresholds which retrieve properly a state of a board from memory of SOM. In this paper, we propose to determine the thresholds by statistical information and by a GA. The results show that the thresholds are determined by statistical information and a GA are the best performance of retrieval from memory of SOM.
Keywords
games of skill; multi-agent systems; self-organising feature maps; statistical analysis; GA; SOM; board face memorization; board face retrieval; board game agent; dimensionality curse; memory retrieval; reversi; self-organizing maps; state explosion; statistical information; threshold determination;
fLanguage
English
Publisher
ieee
Conference_Titel
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location
Kobe
Print_ISBN
978-1-4673-2742-8
Type
conf
DOI
10.1109/SCIS-ISIS.2012.6505248
Filename
6505248
Link To Document