DocumentCode
2554250
Title
Polynomial Selection: A new way to tune selective pressure
Author
Vatanutanon, Jiradej ; Noman, Nasimul ; Iba, Hitoshi
Author_Institution
Grad. Sch. of Eng., Univ. of Tokyo, Tokyo, Japan
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
597
Lastpage
602
Abstract
In this paper, we present a new selection scheme, Polynomial Selection, that has wide range of selective pressure and is adjustable by only two parameters. In order to create an adaptive algorithm that is general enough to solve problems with different complexities and difficulties, this kind of selection scheme is necessary. It is mathematically equivalent to the previously proposed Centric Selection in the low selective pressure range and it is superior to the previous method due to the ability to produce high selective pressure up to nearly the same level as panmictic population does. We confirmed its capability by an experiment of combinatorial optimization and we also plan to implement wide range adaptive evolutionary algorithm by this new selection scheme.
Keywords
combinatorial mathematics; genetic algorithms; adaptive evolutionary algorithm; centric selection; combinatorial optimization; panmictic population; polynomial selection; tune selective pressure; Polynomials; Cellular Genetic Algorithm; Probability of Selection; Selection Scheme; Selective Pressure;
fLanguage
English
Publisher
ieee
Conference_Titel
Nature and Biologically Inspired Computing (NaBIC), 2010 Second World Congress on
Conference_Location
Fukuoka
Print_ISBN
978-1-4244-7377-9
Type
conf
DOI
10.1109/NABIC.2010.5716313
Filename
5716313
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