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计算机应用 2009
Improved negative selection algorithm for network anomaly detection on high-dimensional data
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Abstract:
Negative Selection(NS) algorithm of artificial immunology has been successfully applied to anomaly detection on some low-dimension data,but the performance becomes unfavorable on high-dimension data.Real-valued negative selection algorithm with variable-sized detectors(VRNS) was applied to network intrusion detection and a variation of it(IVRNS) was proposed to improve the performance on high-dimension data.In the improved algorithm,the detectors were used to control the coverage of them according to the ov...