Publication 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.

Czech title

Detekce síťových anomálií: Problémy s porovnáváním a detekcí v reálném čase

Type

conference paper

Language

English

Authors

Bartoš Václav, Ing., Ph.D.
Žádník Martin, Ing., Ph.D. (DCSY)

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

ISBN

978-3-642-30632-7

Publisher

Springer Verlag

Place

Heidelberg

DOI

10.1007/978-3-642-30633-4_15

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"
}