Information fusion for anomaly detection with the dendritic cell algorithm

被引：68

作者：

Greensmith, Julie ^{[1
]}

Aickelin, Uwe ^{[1
]}

Tedesco, Gianni ^{[1
]}

机构：

[1] Univ Nottingham, Sch Comp Sci, Nottingham NG8 1BB, England

来源：

INFORMATION FUSION | 2010年 / 11卷 / 01期

基金：

英国工程与自然科学研究理事会;

关键词：

Dendritic cells; Data fusion; Immune system; Anomaly detection; Port scans; DANGER; APOPTOSIS; SENSE;

D O I：

10.1016/j.inffus.2009.04.006

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Dendritic cells are antigen presenting cells that provide a vital link between the innate and adaptive immune system, providing the initial detection of pathogenic invaders. Research into this family of cells has revealed that they perform information fusion which directs immune responses. We have derived a dendritic cell algorithm based on the functionality of these cells, by modelling the biological signals and differentiation pathways to build a control mechanism for an artificial immune system. We present algorithmic details in addition to experimental results, when the algorithm was applied to anomaly detection for the detection of port scans. The results show the dendritic cell algorithm is successful at detecting port scans. (C) 2009 Elsevier B.V. All rights reserved.

引用

页码：21 / 34

页数：14

共 31 条

[1]

Aickelin U, 2003, LECT NOTES COMPUT SC, V2787, P147

[2]

[Anonymous], 2004, TENDING ADAMS GARDEN

[3] Early detection of Internet worm activity by metering ICMP destination unreachable messages [J].

Bakos, G ;

Berk, VH .

SENSORS, AND COMMAND, CONTROL, COMMUNICATIONS AND INTELLIGENCE (C31) TECHNOLOGIES FOR HOMELAND DEFENSE AND LAW ENFORCEMENT, 2002, 4708 :33-42

[4]

Bentley PJ, 2005, LECT NOTES COMPUT SC, V3627, P139

[5]

CLAYTON R, 2004, P 1 C EM ANT SPAM

[6] Death by design: apoptosis, necrosis and autophagy [J].

Edinger, AL ;

Thompson, CB .

CURRENT OPINION IN CELL BIOLOGY, 2004, 16 (06) :663-669

[7] An innately interesting decade of research in immunology [J].

Germain, RN .

NATURE MEDICINE, 2004, 10 (12) :1307-1320

[8]

Greensmith J, 2005, LECT NOTES COMPUT SC, V3627, P153

[9]

Greensmith J, 2007, THESIS

[10]

Greensmith J, 2006, LECT NOTES COMPUT SC, V4163, P404

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