Self-adaptive Variants of Differential Evolution with Exponential Crossover

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F09%3AA1000RZZ" target="_blank" >RIV/61988987:17310/09:A1000RZZ - isvavai.cz</a>

Result on the web

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DOI - Digital Object Identifier

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Result language

angličtina

Original language name

Self-adaptive Variants of Differential Evolution with Exponential Crossover

Original language description

Several adaptive variants of differential evolution are described and compared in two sets of benchmark problems. The influence of exponential crossover on efficiency of the search is studied. Self-adaptive variants of differential evolution (DE) are also applied to the estimation of parametrers in non-linear regression models from NIST reference datasets and compared with self-adaptive variant of controlled random search (CRS) tailored for regression-parameter estimation. However, only several variantsof DE outperformed CRS in a few regression tasks. In spite of this fact, the use of both types of crossover together makes DE algorithm more robust. Such algorithm might be applicable to for the real-world problems, where we need to get solution withouttime-wasting parameter tuning.

Czech name

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Czech description

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Type

J_x - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

CEP classification

BB - Applied statistics, operational research

OECD FORD branch

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Project

<a href="/en/project/GA201%2F08%2F0472" target="_blank" >GA201/08/0472: Evolutionary algorithms and adaptation of their control parameters</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>Z - Vyzkumny zamer (s odkazem do CEZ)

Publication year

2009

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Name of the periodical

Analele Universitatii de Vest, Timisoara.Seria Matematica-Informatica.

ISSN

1224-970X

e-ISSN

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Volume of the periodical

47

Issue of the periodical within the volume

2

Country of publishing house

RO - ROMANIA

Number of pages

18

Pages from-to

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UT code for WoS article

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EID of the result in the Scopus database

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