Program Simplification in Genetic Programming for Object Classification
Program Simplification in Genetic Programming for Object Classification
复制标题
对象分类遗传编程中的程序简化
作者：
Mengjie Zhang;Yun Zhang;W. Smart
本文介绍了遗传程序设计（GP）中的程序简化方法，使用简单的代数技术，素数和散列技术的对象分类问题。该方法不是在进化后仅出于解释目的手动简化遗传程序，而是在进化过程中自动简化遗传程序。这种方法是检查四个对象分类问题的难度越来越大。结果表明，新的简化方法是更有效和更有效的基本GP方法没有简化。
This paper describes a program simplification approach in genetic programming (GP) to the use of simple algebraic techniques, prime numbers and hashing techniques for object classification problems. Rather than manually simplifying genetic programs after evolution for interpretation purpose only, this approach automatically simplifies genetic programs during the evolutionary process. This approach is examined on four object classification problems of increasing difficulty. The results suggest that the new simplification approach is more efficient and more effective than the basic GP approach without simplification.
DOI：
10.1007/b96500
发表时间：
2004
期刊：
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影响因子：
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作者：
G. Raidl;S. Cagnoni;J. Branke;D. Corne;R. Drechsler;Yaochu Jin;Colin G. Johnson;Penousal Machado;E. Marchiori;Franz Rothlauf;George D. Smith;Giovanni Squillero
通讯作者：
G. Raidl;S. Cagnoni;J. Branke;D. Corne;R. Drechsler;Yaochu Jin;Colin G. Johnson;Penousal Machado;E. Marchiori;Franz Rothlauf;George D. Smith;Giovanni Squillero