Analysing knowledge transfer in SHADE via complex network
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F20%3A63523498" target="_blank" >RIV/70883521:28140/20:63523498 - isvavai.cz</a>
Result on the web
<a href="https://academic.oup.com/jigpal/article/28/2/153/5107008?login=true" target="_blank" >https://academic.oup.com/jigpal/article/28/2/153/5107008?login=true</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1093/jigpal/jzy042" target="_blank" >10.1093/jigpal/jzy042</a>
Alternative languages
Result language
angličtina
Original language name
Analysing knowledge transfer in SHADE via complex network
Original language description
In this research paper a hybridization of two computational intelligence fields, which are evolutionary computation techniques and complex networks (CNs), is presented. During the optimization run of the success-history based adaptive differential evolution (SHADE) a CN is built and its feature, node degree centrality, is extracted for each node. Nodes represent here the individual solutions from the SHADE population. Edges in the network mirror the knowledge transfer between individuals in SHADE’s population, and therefore, the node degree centrality can be used to measure knowledge transfer capabilities of each individual. The correlation between individual’s quality and its knowledge transfer capability is recorded and analyzed on the CEC2015 benchmark set in three different dimensionality settings—10D, 30D and 50D. Results of the analysis are discussed, and possible directions for future research are suggested.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
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
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
LOGIC JOURNAL OF THE IGPL
ISSN
1367-0751
e-ISSN
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Volume of the periodical
28
Issue of the periodical within the volume
2
Country of publishing house
GB - UNITED KINGDOM
Number of pages
18
Pages from-to
153-170
UT code for WoS article
000559006600002
EID of the result in the Scopus database
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