Paper Info
Title
SigManager: Automatic payload signature management system for the classification of dynamically changing internet applications.
Abstract
Today's network environment is becoming very complicated. Accordingly, traffic classification for network management becomes difficult. For the study of traffic classification, the development of automatic payload signature generation system was carried out very actively. However, the existing automatic payload signature generation system has problems such as semi-automatic system, disposable signature generation, false-positive signature generation and not up-to-date signature. Therefore, we propose the SigManager. SigManager performs all process such as traffic collection, signature generation, signature management and signature verification. The traffic collection stage automatically collects ground-truth traffic through TMA and TMS. The signature management stage removes unnecessary signatures and the signature generation stage generates the new signatures. Finally, the signature verification stage removes the false-positive signatures. We solved the problem of existing automatic signature generation system through this system. As a result of applying this system to campus network, we could maintain high completeness and low false-positive rate for 4 applications.
Year
Venue
Keywords
2017
Asia-Pacific Network Operations and Management Symposium-APNOMS
Traffic Classification,Payload Signature,Sequence Pattern Mining,Automatic Management,Automatic Generation,Network Traffic
Field
DocType
ISSN
Traffic classification,Computer science,Campus network,Computer network,Network management,Management system,Completeness (statistics),The Internet,Payload
Conference
2576-8565
Citations 
PageRank 
References 
0
0.34
1
Authors
5
Name
Order
Citations
PageRank
Kyu-Seok Shim177.72
Young-Hoon Goo233.24
Sungyun Kim300.68
Mi-Jung Choi420234.52
Myung-Sup Kim532545.01