Frequency analysis and online learning in malware detection

• Main Author: Huynh, Ngoc Anh
• Other Authors: Ng Wee Keong
• Format: Theses and Dissertations
• Language: English
• Published: 2019
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/93574; http://hdl.handle.net/10220/49944
• Institution: Nanyang Technological University

Traditional antivirus products are signature-based solutions, which rely on a static database to perform detection. The weakness of this design is that the signatures may become outdated, resulting in the failure to detect new samples. The other method is behavior-based detection, which aims to iden...