Cyberattack Classificator Verification

Igor Korobiichuk , Ruslan Hryshchuk , Victor Mamarev , Volodymyr Okhrimchuk , Maciej Kachniarz

Abstract

Cyber security is an integral part of security system of any advanced country. Given the fact that the number of cyber attacks constantly increase with concurrent increase of their technological complexity, the paper proposes a new classifier structure to speed up detection of unauthorized interference while maintaining the established accuracy parameters. Method of reducing input data-flow dimensions is the basis for the designed structure of cyber attacks classifier. Unlike other well-known classifier principles, this one is based on a binary type classification of event patterns and two-stage scheme of network connection input data classification. The classifier is verified on the basis of real data and compared with advanced world standards. The results have confirmed the ability of the classifier to quickly detect and classify cyber attacks without loss of accuracy.
Author Igor Korobiichuk IAR
Igor Korobiichuk,,
- The Institute of Automatic Control and Robotics
, Ruslan Hryshchuk - [Zhytomyr Military Institute n.a. S.P. Korolyov Zhytomyr Ukraine]
Ruslan Hryshchuk,,
-
- Zhytomyr Military Institute n.a. S.P. Korolyov Zhytomyr Ukraine
, Victor Mamarev - [State Space Agency of Ukraine Kiev Ukraine]
Victor Mamarev,,
-
- State Space Agency of Ukraine Kiev Ukraine
, Volodymyr Okhrimchuk - [Zhytomyr Military Institute n.a. S.P. Korolyov Zhytomyr Ukraine]
Volodymyr Okhrimchuk,,
-
- Zhytomyr Military Institute n.a. S.P. Korolyov Zhytomyr Ukraine
, Maciej Kachniarz IMIB - [Industrial Research Institute for Automation and Measurements PIAP]
Maciej Kachniarz,,
- The Institute of Metrology and Biomedical Engineering
- Industrial Research Institute for Automation and Measurements PIAP
Pages402-411
Publication size in sheets0.5
Book Kościelny Jan Maciej, Syfert Michał, Sztyber Anna (eds.): Advanced Solutions in Diagnostics and Fault Tolerant Control, Advances in Intelligent Systems and Computing, vol. 635, 2018, Springer International Publishing, ISBN 978-3-319-64473-8, [978-3-319-64474-5], DOI:10.1007/978-3-319-64474-5
Keywords in EnglishCyber security, Information security, Critical infrastructure facilities, Cyber-attack classsificator, Structure scheme
DOIDOI:10.1007/978-3-319-64474-5_34
URL https://link.springer.com/chapter/10.1007%2F978-3-319-64474-5_34
Languageen angielski
Score (nominal)15
ScoreMinisterial score = 15.0, 31-10-2017, BookChapterSeriesAndMatConf
Ministerial score (2013-2016) = 15.0, 31-10-2017, BookChapterSeriesAndMatConf
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