文章基本信息

标题：Schema Theorem Based on Probability for Multigenic Chromosomes Genes Expression Programming
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作者：Huifang Cheng ; Jianli Zhao ; Haitao Wang 等
期刊名称：International Journal of Security and Its Applications
印刷版ISSN：1738-9976
出版年度：2016
卷号：10
期号：1
页码：87-94
DOI：10.14257/ijsia.2016.10.1.09
出版社：SERSC
摘要：Schema theorem is the theoretical foundation of the evolutionary algorithm. This paper focuses on a new, and general schema theory for multigenic chromosomes gene expression programming. The theory is applicable to every operator in GEP via the method of probability. Not only the destruction but also the creation probability of the schema is considered in the evolutionary process. An equivalent form of general schema theory of GEP was deduced. The result shows that the individuals with high fitness values, shorter schema order, more function nodes, and the shorter the insertion sequence have the greater transmission probability than the average ones.
关键词：Gene Expression Programming; GEP Schema Theory; Multigenic ; Chromosomes