Extended experimental study on PSO with partial population restart based on complex network analysis
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F20%3A63525356" target="_blank" >RIV/70883521:28140/20:63525356 - isvavai.cz</a>
Result on the web
<a href="https://academic.oup.com/jigpal/article-abstract/28/2/211/5107039?redirectedFrom=fulltext" target="_blank" >https://academic.oup.com/jigpal/article-abstract/28/2/211/5107039?redirectedFrom=fulltext</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1093/jigpal/jzy046" target="_blank" >10.1093/jigpal/jzy046</a>
Alternative languages
Result language
angličtina
Original language name
Extended experimental study on PSO with partial population restart based on complex network analysis
Original language description
This extended study presents a hybridization of particle swarm optimization (PSO) with complex network construction and analysis. A partial population restart is performed in certain moments of the run of the algorithm based on the information obtained from a complex network analysis. The complex network structure represents the communication in the population. We present experimental results of the method alongside with statistical evaluation and discuss future possibilities of this approach. The main goal of the work is not to propose a new highly competitive PSO variant but to present the possibility of using the unconventional tool as an alternative to conventional diversity measures. The main benefit of the network analysis is that it has same-time requirements regardless of the dimension of the problem.
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
15
Pages from-to
211-225
UT code for WoS article
000559006600006
EID of the result in the Scopus database
2-s2.0-85101349479