A method for out-of-distribution detection in encrypted mobile traffic classification

• Main Author: Tong, Yuzhou
• Other Authors: Lin Zhiping
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Engineering; Encrypted mobile traffic; Long-term evolution; Out-of-distribution detection; Traffic classification
• Online Access: https://hdl.handle.net/10356/174569
• Institution: Nanyang Technological University

The widespread use of encrypted communication in mobile networks poses significant challenges in accurately classifying traffic. Detecting out-of-distribution (OOD) samples, which significantly deviate from known classes, adds complexity to the task. This dissertation proposes a feature analysis-bas...