Pareto Local Optima of Multiobjective NK-Landscapes with Correlated Objectives

被引:0
|
作者
Verel, Sebastien [1 ,3 ]
Liefooghe, Arnaud [2 ,3 ]
Jourdan, Laetitia [3 ]
Dhaenens, Clarisse [2 ,3 ]
机构
[1] Univ Nice Sophia Antipolis, CNRS, Sophia Antipolis, France
[2] Univ Lille 1, LIFL CNRS, Sophia Antipolis, France
[3] INRIA Lille Nord Europe, Sophia Antipolis, France
来源
EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION | 2011年 / 6622卷
关键词
COMBINATORIAL OPTIMIZATION; PERFORMANCE;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we conduct a fitness landscape analysis for multiobjective combinatorial optimization, based on the local optima of multiobjective NK-landscapes with objective correlation. In single-objective optimization, it has become clear that local optima have a strong impact on the performance of metaheuristics. Here, we propose an extension to the multiobjective case, based on the Pareto dominance. We study the co-influence of the problem dimension, the degree of non-linearity, the number of objectives and the correlation degree between objective functions on the number of Pareto local optima.
引用
收藏
页码:226 / +
页数:2
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