SmartMal: A Service-Oriented Behavioral Malware Detection Framework for Mobile Devices
Joint Authors
Wang, Chao
Wu, Zhizhong
Li, Xi
Zhou, Xuehai
Wang, Aili
Hung, Patrick C. K.
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-08-05
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
This paper presents SmartMal—a novel service-oriented behavioral malware detection framework for vehicular and mobile devices.
The highlight of SmartMal is to introduce service-oriented architecture (SOA) concepts and behavior analysis into the malware detection paradigms.
The proposed framework relies on client-server architecture, the client continuously extracts various features and transfers them to the server, and the server’s main task is to detect anomalies using state-of-art detection algorithms.
Multiple distributed servers simultaneously analyze the feature vector using various detectors and information fusion is used to concatenate the results of detectors.
We also propose a cycle-based statistical approach for mobile device anomaly detection.
We accomplish this by analyzing the users’ regular usage patterns.
Empirical results suggest that the proposed framework and novel anomaly detection algorithm are highly effective in detecting malware on Android devices.
American Psychological Association (APA)
Wang, Chao& Wu, Zhizhong& Li, Xi& Zhou, Xuehai& Wang, Aili& Hung, Patrick C. K.. 2014. SmartMal: A Service-Oriented Behavioral Malware Detection Framework for Mobile Devices. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1048275
Modern Language Association (MLA)
Wang, Chao…[et al.]. SmartMal: A Service-Oriented Behavioral Malware Detection Framework for Mobile Devices. The Scientific World Journal No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-1048275
American Medical Association (AMA)
Wang, Chao& Wu, Zhizhong& Li, Xi& Zhou, Xuehai& Wang, Aili& Hung, Patrick C. K.. SmartMal: A Service-Oriented Behavioral Malware Detection Framework for Mobile Devices. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1048275
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1048275