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Malware detection based on permissions on android platform using data mining
Joint Authors
Barhum, Tawfiq S.
Nasman, Muhammad I.
Source
المؤتمر الدولي حول المدن الذكية : آفاق و حلول، 30-31 أغسطس 2016
Publisher
Islamic University of Gaza Faculty of Engineering
Publication Date
2016-08-31
Country of Publication
Palestine (Gaza Strip)
No. of Pages
8
Main Subjects
Engineering & Technology Sciences (Multidisciplinary)
English Abstract
With the spreading of smart mobile devices to nearly every person, android operating system is dominating the mobile’s operating systems.
due to the weak policy of submitting application to google play store, attackers developed malware to attack the users of the Android operating system with malware application or by including malicious code into applications.
Researchers have been done in this area, but solutions required installing the applications to monitor the malware behavior, or by taking actions after installing the application .We proposed a new method using data mining to detect newly and unknown malware using the applications’ permissions as base features.
In order to create binary dataset we collected up to “103” benign and malware android app samples, the dataset consist of five different features collected based on different number of attributes and conditions.
Different evaluation measure used to evaluate the proposed method, the results show that we achieved 96.74 % with f-measure and 0.993 with area under the ROC curve..
Data Type
Conference Papers
Record ID
BIM-775857
American Psychological Association (APA)
Barhum, Tawfiq S.& Nasman, Muhammad I.. 2016-08-31. Malware detection based on permissions on android platform using data mining. . , pp.215-222.Gaza Palestine : Islamic University of Gaza Faculty of Engineering.
https://search.emarefa.net/detail/BIM-775857
Modern Language Association (MLA)
Barhum, Tawfiq S.& Nasman, Muhammad I.. Malware detection based on permissions on android platform using data mining. . Gaza Palestine : Islamic University of Gaza Faculty of Engineering. 2016-08-31.
https://search.emarefa.net/detail/BIM-775857
American Medical Association (AMA)
Barhum, Tawfiq S.& Nasman, Muhammad I.. Malware detection based on permissions on android platform using data mining. .
https://search.emarefa.net/detail/BIM-775857