A Performance Benchmark of NetFlow Data Analysis on Distributed Stream Processing Systems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14610%2F16%3A00087595" target="_blank" >RIV/00216224:14610/16:00087595 - isvavai.cz</a>
Result on the web
<a href="http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7502926" target="_blank" >http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7502926</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/NOMS.2016.7502926" target="_blank" >10.1109/NOMS.2016.7502926</a>
Alternative languages
Result language
angličtina
Original language name
A Performance Benchmark of NetFlow Data Analysis on Distributed Stream Processing Systems
Original language description
Modern distributed stream processing systems can be potentially applied to real time network flow processing. However, differences in performance make some systems more suitable than others for being applied in this domain. We propose a novel performance benchmark which is based on a common security analysis algorithms of NetFlow data, to determine the suitability of distributed stream processing system. Three of the most used distributed stream processing systems are benchmarked and results are compared with identified NetFlow data processing challenges and requirements. Benchmark results show that each system reached a sufficient data processing speed using basic deployment scenario with little to no configuration tuning. Our benchmark, unlike any other, enables to determine a performance of processing small structured messages on any stream processing system.
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
<a href="/en/project/TA04010062" target="_blank" >TA04010062: Technology for processing and analysis of network data in big data concept</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium
ISBN
9781509002238
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
919-924
Publisher name
IEEE Xplore Digital Library
Place of publication
Istanbul, Turkey
Event location
Istanbul, Turkey
Event date
Apr 25, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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