DocumentCode
2910060
Title
The importance of a piece difference feature to Blondie24
Author
Al-Khateeb, Belal ; Kendall, Graham
Author_Institution
Sch. of Comput. Sci., Univ. of Nottingham, Nottingham, UK
fYear
2010
fDate
8-10 Sept. 2010
Firstpage
1
Lastpage
6
Abstract
In recent years, significant research attention has been paid to evolving self-learning checkers players. Fogel´s Blondie24 has been very successful in this field and has inspired other researchers to further develop this area. In this paper we address the question of whether piece difference is an important factor in the Blondie24 architecture. Although this issue has been addressed before, this work provides a different experimental setup to previous work, but arrives at the same conclusion. Our experiments show that piece difference has a significant effect on learning abilities.
Keywords
computer games; unsupervised learning; Blondie24; Blondie24 architecture; piece difference feature; self learning checkers players; Artificial neural networks; Computers; Games; Humans; Learning; Machine learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence (UKCI), 2010 UK Workshop on
Conference_Location
Colchester
Print_ISBN
978-1-4244-8774-5
Electronic_ISBN
978-1-4244-8773-8
Type
conf
DOI
10.1109/UKCI.2010.5625582
Filename
5625582
Link To Document