Utilization of Selected Data Mining Methods for Communication Network Analysis

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Date
2011-06
ORCID
Advisor
Referee
Mark
Journal Title
Journal ISSN
Volume Title
Publisher
Společnost pro radioelektronické inženýrství
Abstract
The aim of the project was to analyze the behavior of military communication networks based on work with real data collected continuously since 2005. With regard to the nature and amount of the data, data mining methods were selected for the purpose of analyses and experiments. The quality of real data is often insufficient for an immediate analysis. The article presents the data cleaning operations which have been carried out with the aim to improve the input data sample to obtain reliable models. Gradually, by means of properly chosen SW, network models were developed to verify generally valid patterns of network behavior as a bulk service. Furthermore, unlike the commercially available communication networks simulators, the models designed allowed us to capture nonstandard models of network behavior under an increased load, verify the correct sizing of the network to the increased load, and thus test its reliability. Finally, based on previous experience, the models enabled us to predict emergency situations with a reasonable accuracy.
Description
Citation
Radioengineering. 2011, vol. 20, č. 2, s. 548-558. ISSN 1210-2512
http://www.radioeng.cz/fulltexts/2011/11_02_548_558.pdf
Document type
Peer-reviewed
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Published version
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Language of document
en
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Date of acceptance
Defence
Result of defence
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Creative Commons Attribution 3.0 Unported License
http://creativecommons.org/licenses/by/3.0/
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