Result Details
Network Anomaly Detection: Comparison and Real-time Issues
BARTOŠ, V.; ŽÁDNÍK, M. Network Anomaly Detection: Comparison and Real-time Issues. Dependable Networks and Services. Lecture Notes in Computer Science. Heidelberg: Springer Verlag, 2012. p. 118-121. ISBN: 978-3-642-30632-7.
Type
conference paper
Language
English
Authors
Bartoš Václav, Ing., Ph.D., DIFS (FIT), DCSY (FIT)
Žádník Martin, Ing., Ph.D., DIFS (FIT), DCSY (FIT)
Žádník Martin, Ing., Ph.D., DIFS (FIT), DCSY (FIT)
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.
Keywords
anomaly detection, library, flow cache
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
ISBN
978-3-642-30632-7
Publisher
Springer Verlag
Place
Heidelberg
DOI
BibTeX
@inproceedings{BUT91466,
author="Václav {Bartoš} and Martin {Žádník}",
title="Network Anomaly Detection: Comparison and Real-time Issues",
booktitle="Dependable Networks and Services",
year="2012",
series="Lecture Notes in Computer Science",
volume="7279",
pages="118--121",
publisher="Springer Verlag",
address="Heidelberg",
doi="10.1007/978-3-642-30633-4\{_}15",
isbn="978-3-642-30632-7"
}
Projects
Advanced secured, reliable and adaptive IT, BUT, Vnitřní projekty VUT, FIT-S-11-1, start: 2011-01-01, end: 2013-12-31, completed
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Research groups
Departments