On search space symmetry in partitioning problems

被引:0
|
作者
Weinberg, B [1 ]
Talbi, EG [1 ]
机构
[1] Univ Sci & Tech Lille Flandres Artois, UPRESA 8022, CNRS, F-59655 Villeneuve Dascq, France
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Many problems consist in splitting a set of objects so that each part verifies some properties. In practice, a partitioning is often encoded by an array mapping each object to its group numbering. In fact, the group number of a object does not really matter, and one can simply rename each part to obtain a, new encoding. That is what we call the symmetry of the search space in a partitioning problem. This property may be prejudicial for methods such as evolutionary algorithms (EA) which require some diversity during their executions. This article aims at providing a theoretical framework for breaking this symmetry. We define an equivalence relation on the encoding space. This leads us to define a non-trivial search space which eliminates symmetry. We define polynomially computable tools such as Equality test, a neighborhood operator and a metric applied on the set of partitioning.
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收藏
页码:230 / 240
页数:11
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