Computing Sammon's projection of social networks by differential evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86092659" target="_blank" >RIV/61989100:27240/14:86092659 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/14:86092659
Result on the web
<a href="http://dx.doi.org/10.1109/AINA.2014.121" target="_blank" >http://dx.doi.org/10.1109/AINA.2014.121</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/AINA.2014.121" target="_blank" >10.1109/AINA.2014.121</a>
Alternative languages
Result language
angličtina
Original language name
Computing Sammon's projection of social networks by differential evolution
Original language description
Visualization of complex real-world data is an essential part of network processing. Complex high-dimensional or networked data ought to be presented in a form suitable for machine and human analysis. Therefore, advanced methods of dimension reduction orprojection to low-dimensional spaces are investigated. In this work we use Differential Evolution as a real-parameter optimization metaheuristic algorithm to minimize the error function used in Sammon's projection and compare its results with the results obtained by a traditional heuristic algorithm for Sammon's projection. The metaheuristic algorithm achieves lower projection error and its results are demonstrated on a 2D visualization of real-world data from the domain of social networks.
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
2014
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 - International Conference on Advanced Information Networking and Applications, AINA 2014
ISBN
978-1-4799-3629-8
ISSN
1550-445X
e-ISSN
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Number of pages
6
Pages from-to
1001-1006
Publisher name
IEEE
Place of publication
New York
Event location
Victoria
Event date
May 13, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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