A weighted intrusion detection model of dynamic selection

doi:10.1007/s10489-020-02090-8

	A weighted intrusion detection model of dynamic selection
	Feng, Tao; Dou, Manfang
刊名	APPLIED INTELLIGENCE
	2021-01
卷号	51 期号:7 页码:-
关键词	BIG DATA ALGORITHM SECURITY SYSTEM ENSEMBLE
ISSN号	0924-669X
DOI	10.1007/s10489-020-02090-8
英文摘要	In view of the difficulty of existing intrusion detection methods in dealing with new forms, large scale, and high concealment of network intrusion behaviors, this paper presents a weighted intrusion detection model of the dynamic selection (WIDMoDS) based on data features. The aim is to customize intrusion detection models for network intrusion data sets of different types, sizes and structures. First, according to data features, single classifiers are clustered using a hierarchical clustering algorithm based on the classifiers evaluation indicators, and then, the classifiers selection is by means of accuracy of the single classifiers, in addition, the data-classifier applicable indicators (DCAI) and of the classifiers performances are used for calculating the weights of subjective and objective, and then calculating combined weight ranks. Finally, a custom intrusion detection model is generated by the Weight-voting (W-voting) algorithm. Our experiments show that this model can optimize the number of classifiers based on the data sets features, reduce the problem of redundant or insufficient classifiers in the ensemble process. A new network intrusion detection model of combining the classifier characteristics with the dataset attributes can improve the accuracy of intrusion detection.
WOS研究方向	Computer Science
语种	英语
出版者	Springer
WOS记录号	WOS:000605131300003
内容类型	期刊论文
源URL	[http://ir.lut.edu.cn/handle/2XXMBERH/147354]
专题	计算机与通信学院
通讯作者	Dou, Manfang
作者单位	Lanzhou Univ Technol, Sch Comp & Commun, 287 Lan Gong Ping Rd, Lanzhou 730050, Gansu, Peoples R China
推荐引用方式 GB/T 7714	Feng, Tao,Dou, Manfang. A weighted intrusion detection model of dynamic selection[J]. APPLIED INTELLIGENCE,2021,51(7):-.
APA	Feng, Tao,&Dou, Manfang.(2021).A weighted intrusion detection model of dynamic selection.APPLIED INTELLIGENCE,51(7),-.
MLA	Feng, Tao,et al."A weighted intrusion detection model of dynamic selection".APPLIED INTELLIGENCE 51.7(2021):-.