Dalvik Opcode Graph Based Android Malware Variants Detection Using Global Topology Features
作者： Jixin Zhang , Zheng Qin , Kehuan Zhang , Hui Yin , Jingfu Zou
DOI: 10.1109/ACCESS.2018.2870534
关键词: Android malware 、 Malware 、 Robustness (computer science) 、 Opcode 、 Android (operating system) 、 Machine learning 、 Computer science 、 Artificial intelligence 、 Static analysis 、 General Engineering 、 General Materials Science 、 General Computer Science
摘要: … In this section, we convert the Android malware/benign classification problem to a graph … of Dalvik opcodes and extract its global topology features for our Android malware detection …
sci-hub.se 参考文章(27)
Heqing Huang, Yeonjoon Lee, Kai Chen, Peng Liu, Peng Wang, Nan Zhang, Wei Zou, XiaoFeng Wang, Finding unknown malice in 10 seconds: mass vetting for new threats at the Google-play scale usenix security symposium. pp. 659- 674 ,(2015)
Lok Kwong Yan, Heng Yin, DroidScope: seamlessly reconstructing the OS and Dalvik semantic views for dynamic Android malware analysis usenix security symposium. pp. 29- 29 ,(2012)
Engin Kirda, Paolo Milani Comparetti, Christopher Kruegel, Clemens Kolbitsch, Xiaoyong Zhou, XiaoFeng Wang, Effective and efficient malware detection at the end host usenix security symposium. pp. 351- 366 ,(2009)
Asaf Shabtai, Uri Kanonov, Yuval Elovici, Chanan Glezer, Yael Weiss, Andromaly: a behavioral malware detection framework for android devices intelligent information systems. ,vol. 38, pp. 161- 190 ,(2012) , 10.1007/S10844-010-0148-X
Silvio Cesare, Yang Xiang, Wanlei Zhou, Control Flow-Based Malware VariantDetection IEEE Transactions on Dependable and Secure Computing. ,vol. 11, pp. 307- 317 ,(2014) , 10.1109/TDSC.2013.40
Dong-Jie Wu, Ching-Hao Mao, Te-En Wei, Hahn-Ming Lee, Kuo-Ping Wu, DroidMat: Android Malware Detection through Manifest and API Calls Tracing information security. pp. 62- 69 ,(2012) , 10.1109/ASIAJCIS.2012.18
William Enck, Peter Gilbert, Seungyeop Han, Vasant Tendulkar, Byung-Gon Chun, Landon P. Cox, Jaeyeon Jung, Patrick McDaniel, Anmol N. Sheth, TaintDroid: An Information-Flow Tracking System for Realtime Privacy Monitoring on Smartphones ACM Transactions on Computer Systems. ,vol. 32, pp. 5- ,(2014) , 10.1145/2619091
Igor Santos, Felix Brezo, Xabier Ugarte-Pedrero, Pablo G Bringas, None, Opcode sequences as representation of executables for data-mining-based unknown malware detection Information Sciences. ,vol. 231, pp. 64- 82 ,(2013) , 10.1016/J.INS.2011.08.020
Hugo Gascon, Fabian Yamaguchi, Daniel Arp, Konrad Rieck, Structural detection of android malware using embedded call graphs Proceedings of the 2013 ACM workshop on Artificial intelligence and security. pp. 45- 54 ,(2013) , 10.1145/2517312.2517315
Robert Tarjan, Depth-First Search and Linear Graph Algorithms SIAM Journal on Computing. ,vol. 1, pp. 146- 160 ,(1972) , 10.1137/0201010