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Invariance, self-adaptât ion and correlated mutations in evolution strategies

  • TU Berlin

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

25 Citations (Scopus)

Abstract

A conceptual objective behind the self-adaptation of the mutation distribution is to achieve invariance against certain transformations of the search space. In this paper, a priori invariances of a simple evolution strategy and invariances, which can be introduced by self-adaptation, are identified. In principle, correlated mutations can achieve invariance against any linear transformation of the search space. Correlated mutations, as typically implemented, are investigated with respect to both a priori and new invariances. Simulations reveal that neither all a priori invariances are retained, nor the invariance against linear transformation is achieved.

Original languageEnglish
Title of host publicationParallel Problem Solving from Nature PPSN VI - 6th International Conference, Proceedings
EditorsMarc Schoenauer, Kalyanmoy Deb, Gunther Rudolph, Hans-Paul Schwefel, Xin Yao, Evelyne Lutton, Juan Julian Merelo
PublisherSpringer Verlag
Pages356-364
Number of pages9
ISBN (Print)9783540410560
DOIs
Publication statusPublished - 1 Jan 2000
Externally publishedYes
Event6th International Conference on Parallel Problem Solving from Nature, PPSN 2000 - Paris, France
Duration: 18 Sept 200020 Sept 2000

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume1917
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference6th International Conference on Parallel Problem Solving from Nature, PPSN 2000
Country/TerritoryFrance
CityParis
Period18/09/0020/09/00

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