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A Universal High-Performance Correlation Analysis Detection Model and Algorithm for Network Intrusion Detection System
Joint Authors
Xin, Yang
Zhu, Hongliang
Liu, Wenhan
Sun, Maohua
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-05-23
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
In big data era, the single detection techniques have already not met the demand of complex network attacks and advanced persistent threats, but there is no uniform standard to make different correlation analysis detection be performed efficiently and accurately.
In this paper, we put forward a universal correlation analysis detection model and algorithm by introducing state transition diagram.
Based on analyzing and comparing the current correlation detection modes, we formalize the correlation patterns and propose a framework according to data packet timing and behavior qualities and then design a new universal algorithm to implement the method.
Finally, experiment, which sets up a lightweight intrusion detection system using KDD1999 dataset, shows that the correlation detection model and algorithm can improve the performance and guarantee high detection rates.
American Psychological Association (APA)
Zhu, Hongliang& Liu, Wenhan& Sun, Maohua& Xin, Yang. 2017. A Universal High-Performance Correlation Analysis Detection Model and Algorithm for Network Intrusion Detection System. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1192347
Modern Language Association (MLA)
Zhu, Hongliang…[et al.]. A Universal High-Performance Correlation Analysis Detection Model and Algorithm for Network Intrusion Detection System. Mathematical Problems in Engineering No. 2017 (2017), pp.1-9.
https://search.emarefa.net/detail/BIM-1192347
American Medical Association (AMA)
Zhu, Hongliang& Liu, Wenhan& Sun, Maohua& Xin, Yang. A Universal High-Performance Correlation Analysis Detection Model and Algorithm for Network Intrusion Detection System. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1192347
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1192347