Publication Details

Network Anomaly Detection: Comparison and Real-time Issues

BARTOŠ Václav and ŽÁDNÍK Martin. Network Anomaly Detection: Comparison and Real-time Issues. In: Dependable Networks and Services. Lecture Notes in Computer Science, vol. 7279. Heidelberg: Springer Verlag, 2012, pp. 118-121. ISBN 978-3-642-30632-7.
Czech title
Detekce síťových anomálií: Problémy s porovnáváním a detekcí v reálném čase
Type
conference paper
Language
english
Authors
Bartoš Václav, Ing. (DCSY FIT BUT)
Žádník Martin, Ing., Ph.D. (DCSY FIT BUT)
Keywords

anomaly detection, library, flow cache

Abstract

This paper discusses several issues of evaluation and comparison of anomaly detection algorithms, namely lack of publicly available implementations and annotated data sets.
Another problem of many methods is a detection delay caused by operating on data binned to a long time intervals.
The paper presents a library under development which
aims to tackle the comparison and evaluation issues.
Further, the paper proposes a novel anomaly detection approach
that can contribute to anomaly detection in real-time.

Published
2012
Pages
118-121
Proceedings
Dependable Networks and Services
Series
Lecture Notes in Computer Science
Volume
7279
Conference
6th International Conference on Autonomous Infrastructure, Management and Security, University of Luxembourg, Luxembourg, LU
ISBN
978-3-642-30632-7
Publisher
Springer Verlag
Place
Heidelberg, DE
DOI
10.1007/978-3-642-30633-4_15
BibTeX 
@INPROCEEDINGS{FITPUB9882,
   author = "V\'{a}clav Barto\v{s} and Martin \v{Z}\'{a}dn\'{i}k",
   title = "Network Anomaly Detection: Comparison and Real-time Issues",
   pages = "118--121",
   booktitle = "Dependable Networks and Services",
   series = "Lecture Notes in Computer Science",
   volume = 7279,
   year = 2012,
   location = "Heidelberg, DE",
   publisher = "Springer Verlag",
   ISBN = "978-3-642-30632-7",
   doi = "10.1007/978-3-642-30633-4\_15",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/9882"
}
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