DeepRefiner: Multi-layer Android malware detection system applying deep neural networks

• Main Authors: KE, Xu, Li, Yingjiu, DENG, Robert H., CHEN, Kai
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: Deep Neural Networks; Malware Detection; Mobile Security; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/10094; https://ink.library.smu.edu.sg/context/sis_research/article/11094/viewcontent/DeepRefiner_pvoa.pdf
• Institution: Singapore Management University

As malicious behaviors vary significantly across mobile malware, it is challenging to detect malware both efficiently and effectively. Also due to the continuous evolution of malicious behaviors, it is difficult to extract features by laborious human feature engineering and keep up with the speed of...