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Erschienen in: Automatic Control and Computer Sciences 8/2021

01.12.2021

Analysis of a Huge Amount of Network Traffic Based on Quantum Machine Learning

verfasst von: M. O. Kalinin, V. M. Krundyshev

Erschienen in: Automatic Control and Computer Sciences | Ausgabe 8/2021

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Abstract

A method for analyzing network traffic based on quantum machine learning is presented. A method for network traffic encoding into quantum computer terms is developed. The experimental results show the superiority of the proposed approach over traditional machine learning methods for detecting network attacks.
Literatur
1.
Zurück zum Zitat DE-CIX. Highest jump ever: DE-CIX Frankfurt reaches 9.1 Tbps. https://www.de-cix.net/en/about-de-cix/ news/de-cix-frankfurt-reaches-9-1-tbps. Cited December 25, 2020. DE-CIX. Highest jump ever: DE-CIX Frankfurt reaches 9.1 Tbps. https://​www.​de-cix.​net/​en/​about-de-cix/​ news/de-cix-frankfurt-reaches-9-1-tbps. Cited December 25, 2020.
2.
Zurück zum Zitat Cisco VNI: by 2022 the annual Internet traffic in Russia will be three times higher. https://www.cisco.com/ c/ru_ru/about/press/press-releases/2018/12-14.html. Cited December 25, 2020. Cisco VNI: by 2022 the annual Internet traffic in Russia will be three times higher. https://​www.​cisco.​com/​ c/ru_ru/about/press/press-releases/2018/12-14.html. Cited December 25, 2020.
3.
Zurück zum Zitat Nokia catalyzes the next chapter of the Internet; innovations deliver massive performance and heightened security needed for cloud and machine era. https://www.nokia.com/about-us/news/releases/2017/06/14/nokia-catalyzes-the-next-chapter-of-the-internet-innovations-deliver-massive-performance-and-heightened-security-needed-for-cloud-and-machine-era/. Cited December 25, 2020. Nokia catalyzes the next chapter of the Internet; innovations deliver massive performance and heightened security needed for cloud and machine era. https://​www.​nokia.​com/​about-us/​news/​releases/​2017/​06/​14/​nokia-catalyzes-the-next-chapter-of-the-internet-innovations-deliver-massive-performance-and-heightened-security-needed-for-cloud-and-machine-era/​.​ Cited December 25, 2020.
7.
Zurück zum Zitat Kotenko, I.V., Saenko, I.B., Polubelova, O.V., and Chechulin, A.A., Application of security information and event management technology for information security in critical infrastructures, Tr. SPIIRAN, 2012, no. 20, pp. 27–56. Kotenko, I.V., Saenko, I.B., Polubelova, O.V., and Chechulin, A.A., Application of security information and event management technology for information security in critical infrastructures, Tr. SPIIRAN, 2012, no. 20, pp. 27–56.
9.
Zurück zum Zitat Noskov, A.N., Chechulin, A.A., and Tarasova, D.A., Investigation of heuristic approach to attacks on the telecommunications network detection based on data mining techniques, Tr. SPIIRAN, 2014, no. 37, pp. 208–224. https://doi.org/10.15622/sp.37.13 Noskov, A.N., Chechulin, A.A., and Tarasova, D.A., Investigation of heuristic approach to attacks on the telecommunications network detection based on data mining techniques, Tr. SPIIRAN, 2014, no. 37, pp. 208–224. https://​doi.​org/​10.​15622/​sp.​37.​13
12.
Zurück zum Zitat Zhukovsky, E.V. and Marshev, I.I., Detection of malicious executable files based on machine learning algorithms, Probl. Inf. Bezop. Komp’yut. Sist., 2019, no. 1, pp. 89–99. Zhukovsky, E.V. and Marshev, I.I., Detection of malicious executable files based on machine learning algorithms, Probl. Inf. Bezop. Komp’yut. Sist., 2019, no. 1, pp. 89–99.
18.
Zurück zum Zitat Parmisano, S., Garcia, M., and Erquiaga, M., Stratosphere laboratory. A labeled dataset with malicious and benign IoT network traffic. January 22th. https://www.stratosphereips.org/datasets-iot23. Cited December 25, 2020. Parmisano, S., Garcia, M., and Erquiaga, M., Stratosphere laboratory. A labeled dataset with malicious and benign IoT network traffic. January 22th. https://​www.​stratosphereips.​org/​datasets-iot23.​ Cited December 25, 2020.
Metadaten
Titel
Analysis of a Huge Amount of Network Traffic Based on Quantum Machine Learning
verfasst von
M. O. Kalinin
V. M. Krundyshev
Publikationsdatum
01.12.2021
Verlag
Pleiades Publishing
Erschienen in
Automatic Control and Computer Sciences / Ausgabe 8/2021
Print ISSN: 0146-4116
Elektronische ISSN: 1558-108X
DOI
https://doi.org/10.3103/S014641162108040X

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