Linkage in Evolutionary Computation

Linkage in Evolutionary Computation pdf epub mobi txt 电子书 下载 2025

出版者:
作者:Lim, Meng-Hiot 编
出品人:
页数:486
译者:
出版时间:
价格:$ 202.27
装帧:
isbn号码:9783540850670
丛书系列:
图书标签:
  • Evolutionary Computation
  • Linkage Analysis
  • Genetic Algorithms
  • Evolutionary Strategies
  • Genetic Programming
  • Schema Theorem
  • Epistasis
  • Fitness Landscape
  • Optimization
  • Machine Learning
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具体描述

In recent years, the issue of linkage in GEAs has garnered greater attention and recognition from researchers. Conventional approaches that rely much on ad hoc tweaking of parameters to control the search by balancing the level of exploitation and exploration are grossly inadequate. As shown in the work reported here, such parameters tweaking based approaches have their limits; they can be easily fooled by cases of triviality or peculiarity of the class of problems that the algorithms are designed to handle. Furthermore, these approaches are usually blind to the interactions between the decision variables, thereby disrupting the partial solutions that are being built up along the way.

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