Aiming at the problem of low detection rate and high false positive rate of intrusion detection system, a cloud model semi-supervised clustering dynamic weighting intrusion detection method is put forward. As the attribute contributes to the classification difference, the cloud was near relative degree. The method of calculating attribute weight is given. With the semi-supervised clustering algorithm as the basis, the cloud model is constructed and the cloud classifier is constructed. The dynamic weights of attributes are used to classify the cloud classifier by updating the cloud model. Finally, the simulation results show that the proposed method has better detection performance and improves the performance of intrusion detection system.
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Wong, KK
Cheng, RSK
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Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Cheng, RSK
Ben Letaief, K
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机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Ben Letaief, K
Murch, RD
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机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Wong, KK
Cheng, RSK
论文数: 0引用数: 0
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机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Cheng, RSK
Ben Letaief, K
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China
Ben Letaief, K
Murch, RD
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Ctr Wireless Informat Technol, Clear Water Bay, Hong Kong, Peoples R China