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遗传程序设计的精确模式理论进展 被引量：1

Advances in the Genetic Programming Exact Schema Theorems
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摘要 Schema theorems are descriptions of how the number (or the fraction) of members of the population be-longing to a schema varies over time in evolutionary computation. This paper gives full summarization of the advancesin Genetic Programming exact schema theorems in recent years ,mainly discusses the exact formulation for the expect-ed number of instances of a schema at the next generation in terms of microscopic and macroscopic quantities,then,the effects and the mechanisms of schema creation are clarified. Schema theorems are descriptions of how the number (or the fraction) of members of the population belonging to a schema varies over time in evolutionary computation. This paper gives full summarization of the advances in Genetic Programming exact schema theorems in recent years, mainly discusses the exact formulation for the expected number of instances of a schema at the next generation in terms of microscopic and macroscopic quantities. then, the effects and the mechanisms of schema creation are clarified.
作者 李晓欧 李淼 梁曼君
机构地区 中国科学院合肥智能机械研究所 合肥工业大学计算机与信息学院
出处 《计算机科学》 CSCD 北大核心 2002年第12期143-145,共3页 Computer Science
基金 国家"863"计划信息技术项目基金(编号863-306-ZD05-01-4)
关键词 遗传程序设计 精确模式理论 遗传算法 宏观模型 Genetic programming Hyperschema One-point crossover
分类号 TP311.1 [自动化与计算机技术—计算机软件与理论] O242 [理学—计算数学]
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参考文献10

  • 1Poli Riccardo.Microscopic and Macroscopic Schema Theories for Genetic Programming and Variable-length Genetic Algorithms with One-Point Crossover, their Use and their Relations with Earlier GP and GA Schema Theories: [Technical Report,CSRP-00-15].The University of Birminham,UK 2000
  • 2Poli Riccardo.Exact Schema Theorems for GP with One-Point and Standard Crossover Operating on Linear Structures and their Application to the Study of the Evolution of Size: [Technical Report,CSRP-00-14].The University of Birminham,UK 2000
  • 3Poli Riccardo.General Schema Theory for Genetic Programming with Subtree-Swapping Crossover: [Technical Report, CSRP-00-16].The University of Birminham,UK 2000
  • 4McPhee Nicholas Freitag.A schema theory analysis of the evolution of size in genetic programming with linear representations:[Technical Report,CSRP-00-22].The Unive-rsity of Minnesota,USA 2000
  • 5McPhee Nicholas Freitag.A schema theory analysis of mutation size biases in genetic programming with linear representations:[Technical Report,CSRP-00-24].The Unive-rsity of Minnesota,USA 2000
  • 6Poli Riccardo.Why the Schema Theorem is Correct also in the Presence of Stochastic Effects.In:Proc.of the Congress on Evolutionary Computation(CEC2000),San Diego,USA.2000.487～492
  • 7Poli Riccardo, Langdon William B.Schema Theory for Genetic Programming with One-point Crossover and Point Mutation.EvolutionaryComputation, 1998,6 (3) : 231～252
  • 8Poli Riccardo, Langdon William B.A Review of Theoretical and Experimental Results on Schemata in Genetic Programming .In:Proc.of the First European Workshop on Genetic Programming ,Paris.1998.1～15
  • 9Poli Riccardo.Hyperschema Theory for GP with One-Point Crossover,Building Blocks ,and Some New Results in GA Theory.In: Genetic Programming , Proc.of EuroGP'2000 , Edinburgh.2000.163～180
  • 10Poli Riccardo, Langdon William B.A New Schema Theory for Genetic Programming with One-point Crossover and Point Mutation.In: Genetic Programming 1997, Proc.of the Seventh Intl.Conf.USA.1997.18～25

同被引文献7

  • 1陈火旺,吴少岩,罗铁庚.遗传程序设计(之一)[J].计算机科学,1995,22(6):12-15. 被引量：12
  • 2杨东屏 李昂生.可计算性理论[M].北京:科学出版社,1994..
  • 3Koza J R.Genetic Programming I [M].The MIT Press, 1992.
  • 4Koza J R.Genetic Programming:On the Programming of Computers by Means of Natural Selection[M].The MIT Press, 1994.
  • 5Banzhaf W.Genetic Programming-An Introduction,Automatic Evolution of Computer Programs and its Application. 1998.
  • 6Li-jue-tang,miao-li,jian zhang et al.Study on Forecasting of Crop Pests with Genetic Programming[C].In:The 7th World Multiconference on Systemics, Cybernetics and Informatics, Orlando, Florida,USA, 2003-07.
  • 7Li-jue-tang,miao-li,jian zhang et al. Multipopulation Genetic Programming for Forecasting Crop Pests[C].In:IEEE International Conference on Neural Networks & Signal Processing,Nanjing,China,2003-12.

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计算机科学
2002年 第12期

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