Articulation and Clarification of the Dendritic Cell Algorithm

Greensmith, Julie; Aickelin, Uwe; Twycross, Jamie

Abstract

The Dendritic Cell algorithm (DCA) is inspired by recent work in innate immunity. In this paper a formal description of the DCA is given. The DCA is described in detail, and its use as an anomaly detector is illustrated within the context of computer security. A port scan detection task is performed to substantiate the influence of signal selection on the behaviour of the algorithm. Experimental results provide a comparison of differing input signal mappings.

Citation

Greensmith, J., Aickelin, U., & Twycross, J. (2006, September). Articulation and Clarification of the Dendritic Cell Algorithm. Presented at 5th International Conference, ICARIS 2006, Oeiras, Portugal

• Presentation Conference Type: Edited Proceedings
• Conference Name: 5th International Conference, ICARIS 2006
• Start Date: Sep 4, 2006
• End Date: Sep 6, 2006
• Publication Date: 2006
• Deposit Date: Jan 9, 2020
• Publisher: Springer
• Peer Reviewed: Peer Reviewed
• Pages: 404–417
• Series Title: Lecture Notes in Computer Science
• Series Number: 4163
• Series ISSN: 1611-3349
• Book Title: Artificial Immune Systems: 5th International Conference, ICARIS 2006, Oeiras, Portugal, September 4-6, 2006. Proceedings
• ISBN: 978-3-540-37749-8
• DOI: https://doi.org/10.1007/11823940_31
• Keywords: Artificial Intelligence; Neural and Evolutionary Computing
• Public URL: https://nottingham-repository.worktribe.com/output/2464738
• Publisher URL: https://link.springer.com/chapter/10.1007/11823940_31