AbstractsComputer Science

Automatic network traffic classification

by Yu Wang

Institution: Deakin University
Department: School of Information Technology
Year: 2013
Keywords: Network traffic classification; Automation of classifiers; Traffic classifiers; Network traffic protocols; Traffic clustering; Payload-based traffic classifiers.
Record ID: 1040503
Full text PDF: http://hdl.handle.net/10536/DRO/DU:30063015


The thesis addresses a number of critical problems in regard to fully automating the process of network traffic classification and protocol identification. Several effective solutions based on statistical analysis and machine learning techniques are proposed, which significantly reduce the requirements for human interventions in network traffic classification systems.