On the analysis of self-adaptive recombination strategies: First results

被引：0

作者：

Meyer-Nieberg, S ^{[1
]}

Beyer, HG ^{[1
]}

机构：

[1] Univ Dortmund, Dept Comp Sci 11, D-44221 Dortmund, Germany

来源：

2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS | 2005年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents first results on the analysis of self-adaptive (mu/mu(I), lambda)-evolution strategies (ES). Applying a deterministic approach to model the evolution of the ES, equations describing the stationary state behavior of the normalized mutation strength and of the progress rate will be derived. The analysis will provide a deeper insight as to why the performance of the ES exhibits a sensitive dependence on the learning parameter tau.

引用

页码：2341 / 2348

页数：8

共 8 条

[1]

Arnold B. C., 1998, A First Course in Order Statistics

[2] Evolution strategies – A comprehensive introduction [J].

Hans-Georg Beyer ;

Hans-Paul Schwefel .

Natural Computing, 2002, 1 (1) :3-52

[3]

Beyer H.-G., 2001, NAT COMP SER

[4]

GRUNZ L, 1999, P 1999 C EV COMP, P639

[5]

HERDY M, 1992, PARALLEL PROBLEM SOL, V2, P207

[6] A Derandomized Approach to Self-Adaptation of Evolution Strategies [J].

Ostermeier, Andreas ;

Gawelczyk, Andreas ;

Hansen, Nikolaus .

EVOLUTIONARY COMPUTATION, 1994, 2 (04) :369-380

[7]

Rechenberg I., 1973, THESIS

[8]

SCHWEFEL HP, 1974, 2152 DFG

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