Artificial Dendritic Cells Algorithm for Online Break-In Fraud Detection

An Artificial Immune System based on Dendritic Cells is recently established and has been applied in a number of applications in computer security. The main goal of this paper is to apply Dendritic Cells Algorithm to detect the online break-in fraud for an Online Video on Demand System. Sensitivity...

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Bibliographic Details
Published in2009 Second International Conference on Developments in eSystems Engineering pp. 181 - 189
Main Authors Huang, R., Tawfik, H., Nagar, A.K.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.12.2009
Subjects
Application software
Artificial Dendritic Cells Algorithm
Artificial immune systems
Break-in
Computer security
Danger Theory
Distributed control
Fraud Detection
Sensitivity analysis
Video on demand
Online AccessGet full text
ISBN1424454018
9781424454013
DOI10.1109/DeSE.2009.59

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Summary:An Artificial Immune System based on Dendritic Cells is recently established and has been applied in a number of applications in computer security. The main goal of this paper is to apply Dendritic Cells Algorithm to detect the online break-in fraud for an Online Video on Demand System. Sensitivity analysis for parameters gave different versions of DCA, including different DCs, antigen multiplier, antigen receptors, and migration threshold are presented in the paper. The results not only suggest the DCA is applicable to fraud detection, but also when compared with NSA, DCA shown compromising accuracy with high detection rate, low false alarm and handle high dimensional data set better.
ISBN:1424454018
9781424454013
DOI:10.1109/DeSE.2009.59