Use of Visibility Graphs for the Early Detection of DoS Attacks

The world economy depends on information systems. Business value resides in the data stored on Information Technology (IT) systems and on the processes run with those data. Malicious actors target these IT systems to extract value out of them using different cyberattacks. Denial of Service (DoS) attacks are a common and harmful method to render IT systems connected to the Internet and, consequently, business processes running on top of them, unavailable. Cybersecurity researchers in the industry and academia are in search of early warning and detection systems to detect and mitigate these DoS attacks. This article proposes a novel early detection strategy for DoS attacks based on the information provided by Horizontal Visibility Graphs (HVG) and Natural Visibility Graphs (VG) obtained out of the network flows monitored at the receiving end of the attack. From the primary results obtained, this strategy can detect a DoS attack under 70ms and 30 packets. These results point out that the application HVGs and VGs is a relevant and promising research direction to prevent or mitigate the impact of a DoS attack.

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Publication Details

Published
2024-09-02
DOI
https://doi.org/10.1109/csr61664.2024.10679430
Citations
1
Primary Topic
Network Security and Intrusion Detection
Type
article
Field-Weighted Citation Impact
0.35
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article

Use of Visibility Graphs for the Early Detection of DoS Attacks

António Pinto, João Lopes, Alberto Partida, Pedro Pinto
1 citations
Network Security and Intrusion Detection
0.35
article

Use of Visibility Graphs for the Early Detection of DoS Attacks

António Pinto, João Lopes, Alberto Partida, Pedro Pinto
article en
1 citations

Abstract

The world economy depends on information systems. Business value resides in the data stored on Information Technology (IT) systems and on the processes run with those data. Malicious actors target these IT systems to extract value out of them using different cyberattacks. Denial of Service (DoS) attacks are a common and harmful method to render IT systems connected to the Internet and, consequently, business processes running on top of them, unavailable. Cybersecurity researchers in the industry and academia are in search of early warning and detection systems to detect and mitigate these DoS attacks. This article proposes a novel early detection strategy for DoS attacks based on the information provided by Horizontal Visibility Graphs (HVG) and Natural Visibility Graphs (VG) obtained out of the network flows monitored at the receiving end of the attack. From the primary results obtained, this strategy can detect a DoS attack under 70ms and 30 packets. These results point out that the application HVGs and VGs is a relevant and promising research direction to prevent or mitigate the impact of a DoS attack.

Vol. 8.1
Universidad Rey Juan Carlos (ES), Universidade Politécnica de Viana do Castelo (PT), INESC TEC (PT)
Openalex Percentile: Top 39%
Network Security and Intrusion Detection
0.35
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Use of Visibility Graphs for the Early Detection of DoS Attacks — António Pinto, João Lopes, et al. · (2024) | TGRS Research Map | TGRS