作者
Salvador García, Daniel Molina, Manuel Lozano, Francisco Herrera
发表日期
2009/12
期刊
Journal of Heuristics
卷号
15
页码范围
617-644
出版商
Springer US
简介
In recent years, there has been a growing interest for the experimental analysis in the field of evolutionary algorithms. It is noticeable due to the existence of numerous papers which analyze and propose different types of problems, such as the basis for experimental comparisons of algorithms, proposals of different methodologies in comparison or proposals of use of different statistical techniques in algorithms’ comparison.
In this paper, we focus our study on the use of statistical techniques in the analysis of evolutionary algorithms’ behaviour over optimization problems. A study about the required conditions for statistical analysis of the results is presented by using some models of evolutionary algorithms for real-coding optimization. This study is conducted in two ways: single-problem analysis and multiple-problem analysis. The results obtained state that a parametric statistical analysis could not be …
引用总数
学术搜索中的文章
S García, D Molina, M Lozano, F Herrera - Journal of Heuristics, 2009