Application of an Improved multi-layer BP Neural Network Algorithm in Intrusion Detection

被引:1
|
作者
Zhang, Hao [1 ]
Li, Bin [2 ]
机构
[1] Harbin Inst Technol Weihai, Dept Comp Sci & Engn, Weihai 264209, Peoples R China
[2] Harbin Inst Technol, Dept Comp Sci & Engn, Harbin 150001, Peoples R China
关键词
multi-layer neural network; BP neural network; matrix; intrusion detection;
D O I
10.1109/IMCCC.2016.177
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
this paper analyzes the shortcomings of traditional multilayer BP neural network in intrusion detection, and gives an optimized multilayer BP neural network algorithm based on matrix, which has good readability, higher recognition rates and the faster program execution speed, etc. On the basis of this, the improved algorithm, combined with principal component analysis and other methods, is applied to intrusion detection. Theoretical analysis and experimental data show that the proposed algorithm is more concise and it can detect intrusions more quickly and efficiently, compared with the traditional multi-layer neural networks.
引用
收藏
页码:619 / 622
页数:4
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