A dendritic cell algorithm based approach for malicious TCP port scanning detection

Nuha Almasalmeh; Firas Saidi; Zouheir Trabelsi

doi:10.1109/IWCMC.2019.8766461

A dendritic cell algorithm based approach for malicious TCP port scanning detection

Nuha Almasalmeh, Firas Saidi, Zouheir Trabelsi

Department of Information System and Security

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

4 Citations (Scopus)

Abstract

The proliferation of cyber-attacks brings up an urgent need to develop sophisticated detection tools. Some of these tools are based on algorithms inspired from the Human Immune System (HIS). The Dendritic Cell Algorithm (DCA) is one of such HIS inspired methods, which is based on the Danger model. In the current study, two kinds of DCA algorithms (deterministic and classical DCA) are analyzed in order to detect DoS attacks. Moreover, this paper discusses the enhancement of the DCA algorithm to cover the detection of malicious TCP port scanning. By using different use-cases, the evaluation and results are accumulated to show the efficiency of the DCA algorithm used in the Port scanning detection.

Original language	English
Title of host publication	2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	877-882
Number of pages	6
ISBN (Electronic)	9781538677476
DOIs	https://doi.org/10.1109/IWCMC.2019.8766461
Publication status	Published - Jun 2019
Event	15th IEEE International Wireless Communications and Mobile Computing Conference, IWCMC 2019 - Tangier, Morocco Duration: Jun 24 2019 → Jun 28 2019

Publication series

Name	2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019

Conference

Conference	15th IEEE International Wireless Communications and Mobile Computing Conference, IWCMC 2019
Country/Territory	Morocco
City	Tangier
Period	6/24/19 → 6/28/19

Keywords

Artificial immune systems
Dendritic cell algorithm
Denial of service
Intrusion detection
Port scanning

ASJC Scopus subject areas

Hardware and Architecture
Computer Networks and Communications
Safety, Risk, Reliability and Quality

Access to Document

10.1109/IWCMC.2019.8766461

Cite this

Almasalmeh, N., Saidi, F., & Trabelsi, Z. (2019). A dendritic cell algorithm based approach for malicious TCP port scanning detection. In 2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019 (pp. 877-882). [8766461] (2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IWCMC.2019.8766461

A dendritic cell algorithm based approach for malicious TCP port scanning detection. / Almasalmeh, Nuha; Saidi, Firas; Trabelsi, Zouheir.
2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 877-882 8766461 (2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Almasalmeh, N, Saidi, F & Trabelsi, Z 2019, A dendritic cell algorithm based approach for malicious TCP port scanning detection. in 2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019., 8766461, 2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019, Institute of Electrical and Electronics Engineers Inc., pp. 877-882, 15th IEEE International Wireless Communications and Mobile Computing Conference, IWCMC 2019, Tangier, Morocco, 6/24/19. https://doi.org/10.1109/IWCMC.2019.8766461

Almasalmeh N, Saidi F, Trabelsi Z. A dendritic cell algorithm based approach for malicious TCP port scanning detection. In 2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 877-882. 8766461. (2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019). doi: 10.1109/IWCMC.2019.8766461

Almasalmeh, Nuha ; Saidi, Firas ; Trabelsi, Zouheir. / A dendritic cell algorithm based approach for malicious TCP port scanning detection. 2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 877-882 (2019 15th International Wireless Communications and Mobile Computing Conference, IWCMC 2019).

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abstract = "The proliferation of cyber-attacks brings up an urgent need to develop sophisticated detection tools. Some of these tools are based on algorithms inspired from the Human Immune System (HIS). The Dendritic Cell Algorithm (DCA) is one of such HIS inspired methods, which is based on the Danger model. In the current study, two kinds of DCA algorithms (deterministic and classical DCA) are analyzed in order to detect DoS attacks. Moreover, this paper discusses the enhancement of the DCA algorithm to cover the detection of malicious TCP port scanning. By using different use-cases, the evaluation and results are accumulated to show the efficiency of the DCA algorithm used in the Port scanning detection.",

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A dendritic cell algorithm based approach for malicious TCP port scanning detection

Abstract

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Conference

Keywords

ASJC Scopus subject areas

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