Permission-Combination-based Scheme for Android Mobile Malware Detection

被引:0
作者
Liang, Shuang [1 ]
Du, Xiaojiang [1 ]
机构
[1] Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19121 USA
来源
2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC) | 2014年
关键词
Android; mobile phone; malware detection;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
With the increase use of Android mobile phones, more Android malwares are being developed. Android malware detection becomes a crucial task. In this paper, we present a permission-combination-based scheme for Android malware detection. The Android malware detection scheme is based on permission combinations declared in the application manifest file. We obtain the permission combinations that are requested frequently by malwares but rarely by benign applications. We generate rule sets based on the permission combinations. Our experimental results show that the malware detection rate is up to 96%, and the benign application recognition rate is up to 88%. Our experimental results with real malwares show that the Android malware detection scheme is very efficient and effective.
引用
收藏
页码:2301 / 2306
页数:6
相关论文
共 18 条
[1]  
[Anonymous], 2012, Proceedings of the Eighth Symposium on Usable Privacy and Security, DOI 10.1145/2335356.2335360
[2]  
[Anonymous], 2011, Proceedings of the 1st ACM workshop on Security and privacy in smartphones and mobile devices
[3]  
[Anonymous], 2014, Communications of the ACM, DOI DOI 10.1145/2494522
[4]  
Asrar I., DAY YEAR MOBIL MALWA
[5]  
Enck W, 2009, CCS'09: PROCEEDINGS OF THE 16TH ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, P235
[6]  
Felt AP, 2011, PROCEEDINGS OF THE 18TH ACM CONFERENCE ON COMPUTER & COMMUNICATIONS SECURITY (CCS 11), P627
[7]  
Gu B., 2012, TECHNICAL REPORT
[8]  
Isohara T., 2011, Proceedings of the 2011 Seventh International Conference on Computational Intelligence and Security (CIS 2011), P1011, DOI 10.1109/CIS.2011.226
[9]  
Jiang X., 2011, Droidkungfu
[10]  
Jiang X., 2011, Security alert: New android malware - hipposms - found in alternative android markets