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Concepts of Inductive Genetic Programming

机译:归纳遗传程序设计的概念

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This paper presents the fundamental concepts of inductive Genetic Programming, an evolutionary search method especially suitable for inductive learning tasks. We review the components of the method, and propose new approaches to some open issues such as: the sensitivity of the operators t the topology of the genetic program trees, the coordination of the operators, and the investigation of their performance. The genetic operators are examined by correlation and information analysis of the fitness landscapes. The performance of inductive Genetic Programming is studied with population diversity and evolutionary dynamics measures using hard instances for induction of regular expressions.
机译:本文介绍了归纳遗传编程的基本概念,这是一种特别适合归纳学习任务的进化搜索方法。我们回顾了该方法的组成部分,并针对一些未解决的问题提出了新的方法,例如:操作员的敏感性与遗传程序树的拓扑,操作员的协调以及对其性能的研究。通过对健身环境的相关性和信息分析来检查遗传算子。归纳遗传编程的性能通过种群多样性和进化动力学措施进行研究,并使用硬实例诱导正则表达式。

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