Randomness and chaos in genetic algorithms and differential evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86089186" target="_blank" >RIV/61989100:27240/13:86089186 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/13:86089186
Result on the web
<a href="http://dx.doi.org/10.1109/INCoS.2013.36" target="_blank" >http://dx.doi.org/10.1109/INCoS.2013.36</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/INCoS.2013.36" target="_blank" >10.1109/INCoS.2013.36</a>
Alternative languages
Result language
angličtina
Original language name
Randomness and chaos in genetic algorithms and differential evolution
Original language description
Evolutionary methods and stochastic algorithms in general rely heavily on streams of (pseudo-)random numbers generated in course of their execution. The pseudo-random numbers are utilized for in-silico emulation of probability-driven natural processes such as modification of genetic information (mutation, crossover), partner selection, and survival of the fittest (selection, migration). Deterministic chaos is a very well known mathematical concept that can be used to generate sequences of real numbers within selected interval. In the past, it has been used as a basis for various pseudo-random number generators with interesting properties. This work provides an empirical comparison of the performance of genetic algorithms and differential evolution using different pseudo-random number generators and chaotic systems as sources of stochasticity.
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
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>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
Proceedings - 5th International Conference on Intelligent Networking and Collaborative Systems, INCoS 2013
ISBN
978-0-7695-4988-0
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
196-201
Publisher name
IEEE
Place of publication
New York
Event location
Xi'an
Event date
Sep 9, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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