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Evolutionary Algorithm Based on Overlapped Gene Expression
PENG Jing 1,TANG Chang-jie 1 *,ZHANG Jing 2,YUAN Chang-an 1
1.computer Science Dept. Sichuan Univ.
2.Science and Technology Department- Chengdu Public Security Bureau
*Correspondence author
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Funding: 教育部(No.20020610007)
Opened online:24 May 2005
Accepted by: none
Citation: PENG Jing,TANG Chang-jie,ZHANG Jing.Evolutionary Algorithm Based on Overlapped Gene Expression[OL]. [24 May 2005] http://en.paper.edu.cn/en_releasepaper/content/2094
 
 
. Inspired by the overlap gene expression in biological study, this paper proposes a novel evolutionary algorithm-EAOGE i.e. Evolutionary Algorithm based on Overlapped Gene Expression. Different from existing works, EAOGE suggests a new expression structure of genes with probabilities of overlapped expression for some segments. The main contributions are: (1) Proposing a novel model and an algorithm of gene expression while borrowing some ideas from artificial immunity algorithm; (2) Analyzing the expressing space and encode characteristic of the new model; (3) The extensive experiments in function finding shows that new model is 2.8~9.7 times faster than usual GEP method, and in higher-degree polynomial function finding, the success rate of EAOGE is over 10 times than usual GEP.
Keywords:: Gene Expression Programming ,Evolutionary Algorithm;,Overlap Gen,; Expression Space;
 
 
 

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