Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86088782" target="_blank" >RIV/61989100:27240/13:86088782 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/13:43869790
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-00542-3_8" target="_blank" >http://dx.doi.org/10.1007/978-3-319-00542-3_8</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-00542-3_8" target="_blank" >10.1007/978-3-319-00542-3_8</a>
Alternative languages
Result language
angličtina
Original language name
Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study
Original language description
An inherent part of evolutionary algorithms, that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes. In this participation, we discuss whether are random processes really needed in evolutionary algorithms. We use n periodic deterministic processes instead of random number generators and compare performance of evolutionary algorithms powered by those processes and by pseudo-random number generators. Deterministic processes used in this participation are based on deterministic chaos and are used to generate periodical series with different length. Results presented here are numerical demonstration rather than mathematical proofs. We propose that a certain class of deterministic processes can be used instead of random number generators without lowering of evolutionary algorithms performance.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Advances in Intelligent Systems and Computing. Volume 210
ISBN
978-3-319-00541-6
ISSN
2194-5357
e-ISSN
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Number of pages
15
Pages from-to
61-75
Publisher name
Springer
Place of publication
Heidelberg
Event location
Ostrava
Event date
Jun 3, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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