Do Evolutionary Algorithms Indeed Require Randomness?
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86088794" target="_blank" >RIV/61989100:27240/13:86088794 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/13:43870506
Result on the web
<a href="http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6557841" target="_blank" >http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6557841</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/CEC.2013.6557841" target="_blank" >10.1109/CEC.2013.6557841</a>
Alternative languages
Result language
angličtina
Original language name
Do Evolutionary Algorithms Indeed Require Randomness?
Original language description
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 random processes really are needed in evolutionary algorithms. Weuse 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 basedon deterministic chaos and are used to generate periodical series with different length. Results presented here are numerical demonstration rather than mathe- matical proofs. We propose that certain class of deterministic processes can be used instead ofrandom number generators without lowering the performance of evolutionary algorithms.
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
2013 IEEE Congress on Evolutionary Computation, CEC 2013
ISBN
978-1-4799-0454-9
ISSN
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e-ISSN
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Number of pages
7
Pages from-to
2283-2289
Publisher name
IEEE
Place of publication
New York
Event location
Cancun
Event date
Jun 20, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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