DocumentCode :
412662
Title :
A chromosome-based evaluation model for computer defense immune systems
Author :
Wu, Zejun ; Dong, Hongbin ; Liang, Yiwen ; McKay, R.I.
Author_Institution :
Sch. of Comput., Wuhan Univ., China
Volume :
2
fYear :
2003
fDate :
8-12 Dec. 2003
Firstpage :
1363
Abstract :
The computer defense immune system (GDIS) is an artificial immune system for detecting computer viruses and network intrusions. We present a simple chromosome-based evaluation model for GDIS. In this model, the genotype space is a linear number sequence, and a digital pattern sequence is produced as the phenotype space using a number of mechanisms, including pattern mining and genetic algorithms. We present a range of experiment analyses to show the higher efficiency and stronger immunity of this model, improving the rate of successful prediction in intrusion detection in GDIS. The detectors generated may have higher coverage, hence would impose lower communications and computational loads on systems in which they were incorporated.
Keywords :
computer viruses; data mining; genetic algorithms; artificial immune system; chromosome-based evaluation model; computer defense immune systems; computer virus detection; digital pattern sequence; genetic algorithms; genotype space; linear number sequence; network intrusions; pattern mining; Artificial immune systems; Biological cells; Biology computing; Computer networks; Computer viruses; Detectors; Distributed computing; Immune system; Intrusion detection; Predictive models;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
Print_ISBN :
0-7803-7804-0
Type :
conf
DOI :
10.1109/CEC.2003.1299827
Filename :
1299827
Link To Document :
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