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Paper Information

Journal:   JOURNAL OF ELECTRONIC AND CYBER DEFENCE   FALL 2015 , Volume 3 , Number 3 (11); Page(s) 19 To 29.
 
Paper: 

WEB-BASED MILITARY MANAGEMENT SYSTEMS SECURITY USING COMBINATION OF ONE-CLASS CLASSIFIERS

 
 
Author(s):  JAMALYFARD A.*, SHIRAZI H.
 
* MALEK-ASHTAR UNIVERSITY OF TECHNOLOGY, TEHRAN, IRAN
 
Abstract: 

Cyber-attacks against the web-based military command systems is very common in the age of electronic warfare. Web application is one of the most widely used tools in the world wide web. Because of its dynamic nature, it is vulnerable to serious security risks. Web-based command and control systems security considerations are very important for the modern military managers. Anomaly based intrusion detection is an approach that focuses on new and unknown attacks.
A method for anomaly detection in web applications using a combination of one-class classifiers, is proposed. First, in preprocessing phase, normal HTTP traffic is logged and Features vector is extracted from each HTTP request. The proposed method consists of two steps; In the training phase, the extracted features vectors associated with each request, enter the system and the model of normal requests, using combination of one-class classifiers, is learned. In the detection phase, anomaly detection operation is performed on the features vector of each each HTTP request using learned model of the training phase. S-OWA operator is used to combine the one-class classifiers. The data used for training and test are from CSIC2012 dataset. Detection rate and false alarm rate obtained from experiments, shows better results than other methods.

 
Keyword(s): MILITARY MANAGEMENT, WEB-APPLICATIONS, INTRUSION DETECTION, COMBINATION OF ONE-CLASS CLASSIFIERS, S-OWA OPERATOR
 
 
References: 
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Citations: 
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+ Click to Cite.
APA: Copy

JAMALYFARD, A., & SHIRAZI, H. (2015). WEB-BASED MILITARY MANAGEMENT SYSTEMS SECURITY USING COMBINATION OF ONE-CLASS CLASSIFIERS. JOURNAL OF ELECTRONIC AND CYBER DEFENCE, 3(3 (11)), 19-29. https://www.sid.ir/en/journal/ViewPaper.aspx?id=509136



Vancouver: Copy

JAMALYFARD A., SHIRAZI H.. WEB-BASED MILITARY MANAGEMENT SYSTEMS SECURITY USING COMBINATION OF ONE-CLASS CLASSIFIERS. JOURNAL OF ELECTRONIC AND CYBER DEFENCE. 2015 [cited 2021August01];3(3 (11)):19-29. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=509136



IEEE: Copy

JAMALYFARD, A., SHIRAZI, H., 2015. WEB-BASED MILITARY MANAGEMENT SYSTEMS SECURITY USING COMBINATION OF ONE-CLASS CLASSIFIERS. JOURNAL OF ELECTRONIC AND CYBER DEFENCE, [online] 3(3 (11)), pp.19-29. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=509136.



 
 
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