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基于基因表达式编程的知识发现的三项新技术——转基因,重叠基因表达和回溯进化 被引量:16

Three new techniques for knowledge discover by gene expression programming— transgene,overlapped gene expression and backtracking evolution
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摘要 介绍了在研发基于基因表达式编程(GEP)的知识发现的三项新技术,包括:(a)转基因技术,通过注入转基因,引导进化方向,控制知识发现过程;(b)重叠基因表达,借鉴生物基因片段重叠表达,引入重叠基因概念,节约了表达空间;(c)回溯进化,借鉴生物“返祖现象”,引入回溯检查点概念和可回溯GEP算法、设计了等比递增检查点序列和加速递增检查点序列,约束回溯过程。实验表明,三项技术在一定的场合下分别提高了知识发现的性能1至2个数量级。 Three new technologies ware introduced by the authors in the past year, i.e.:(a) TranGene technique. By injection gene segment, it guides the evolution direction, controls knowledge discover process. (b) Overlapped gene expression. It borrows the idea of overlap gene expression from biological study, introduces overlapped gene expression, and saves space for gene expression. (c) Backtracking evolution. It comes from atavism in biology and proposes the concept of backtracking GEP algorithms, designing geometric proportion increased checkpoint sequence and accelerated increased checkpoint sequence to restrict the backtracking process. Experiments show that all three techniques respectively boost the performance of GEP by one or two magnitudes.
出处 《计算机应用》 CSCD 北大核心 2005年第9期1978-1981,共4页 journal of Computer Applications
基金 国家自然科学基金资助项目(60473071) 高等学校博士学科点专项科研基金SRFDP资助项目(20020610007) 四川省青年软件创新工程资助项目(350)
关键词 知识发现 基因表达式编程 转基因 重叠基因表达 回溯进化 knowledge discover gene expression programming( GEP) transgene overlapped gene expression backtracking evolution
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参考文献10

  • 1FERREIRA C. Gene Expression Programming: A New Adaptive Algorithm for Solving Problems[J]. Complex Systems, 2001, 13(2):87 - 129.
  • 2ZUO J, TANG CJ, LI C, et al. Time Series Prediction based on Gene Expression Programming[M]. LNCS (Lecture Notes In Computer science). Springer Verlag Berling Heidelberg 2004.55 - 64.
  • 3黄晓冬 唐常杰 李智 等.基于基因表达式编程挖掘函数关系.软件学报,2004,15:96-105.
  • 4贾晓斌 唐常杰 钟义啸.频繁函数集的可配置挖掘算法[J].计算机研究与发展,2004,41(1):240-245.
  • 5段磊,唐常杰,左劼,陈宇,钟义啸,元昌安.基于基因表达式编程的抗噪声数据的函数挖掘方法[J].计算机研究与发展,2004,41(10):1684-1689. 被引量:40
  • 6张欢 唐常杰 余弦.基于转基因技术的基因表达式编程[EB/OL].中国科技论文在线(教育部).http:∥www.paper.edu.cn,.
  • 7彭京 唐常杰 元昌安.基于重叠表达的多基因进化算法[EB/OL].中国科技论文在线(教育部).http:∥www.paper.edu.cn,.
  • 8钟义啸 唐常杰 陈宇.提高基因表达式编程发现知识效率的回溯策略[EB/OL].中国科技论文在线(教育部).http:∥www. paper. edu. cn,.
  • 9.[EB/OL].http:∥www. gene-expression-programming. com/gep/GepBook/Chapter4/Sectionl/SS2. htm[EB/OL],.
  • 10.[EB/OL].http:∥www. amstat. org/publications/jse/jse_data_archive. htm [EB/OL],.

二级参考文献8

  • 1Candida Ferreira. Gene expression programming: A new adaptive algorithm for solving problems. Complex Systems, 2001, 13(2):87~ 129
  • 2C Ferreira. Gene Expression Programming in Problem Solving [OL]. http://www. gene-expression-programming. com/gep/webpapers/Ferreira-WSC2001/Introduction. htm, 2001
  • 3C Ferreira. Mutation, Transposition, and recombination: An analysis of the evolutionary dynamics. The 6th Joint Conf on Information Sciences, the 4th Int'l Workshop on Frontiers in Evolutionary Algorithms, Research Triangle Park, North Carolina, USA, 2002
  • 4C Ferreira. Discovery of the boolean functions to the best densityclassification rules using gene expression programming. In: Proc of the 4th European Conf on Genetic Programming(EuroGP 2002),LNCS 2278. Berlin: Springer-Verlag, 2002. 51~60
  • 5Zuo Jie, Tang Changjie, Zhang Tianqing. Mining predicate association rule by gene expression programming. In: Proc of the 3rd Int' 1 Conf for Web Information Age 2002 (WAIM02), LNCS 2419. Berlin: Springer-Verlag, 2002. 92~103
  • 6Zuo Jie, Tang Changjie, Li Chuan, et al. Time series prediction based on gene expression programming. In: Proc of the 5th Int'l Conf for Web Information Age 2004 (WAIM04), LNCS 3129.Berlin: Springer-Verlag, 2004. 55~64
  • 7Jiawei Han, Micheline Kambr. Data Mining-Concepts and Techniques. Beijing: Higher Education Press, 2001. 110 ~ 112
  • 8黄晓冬 唐常杰.基于基因表达式编程的函数关系发现方法[J].计算机科学,2003,30:278-282.

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