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Improved negative selection algorithm for network anomaly detection on high-dimensional data
高维数据环境下网络异常检测的改进否定选择算法

Keywords: intrusion detection,anomaly detection,artificial immunology,negative selection algorithm,high-dimensional data
入侵检测
,异常检测,人工免疫,否定选择算法,高维数据

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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...

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