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전자정보연구정보센터 ICT 융합 전문연구정보의 집대성

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홈 홈 > 연구문헌 > 영문 논문지 > TIIS (한국인터넷정보학회)

TIIS (한국인터넷정보학회)

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한글제목(Korean Title) Automatic Payload Signature Update System for the Classification of Dynamically Changing Internet Applications
영문제목(English Title) Automatic Payload Signature Update System for the Classification of Dynamically Changing Internet Applications
저자(Author) Kyu-Seok Shim   Young-Hoon Goo   Dongcheul Lee   Myung-Sup Kim  
원문수록처(Citation) VOL 13 NO. 03 PP. 1284 ~ 1297 (2019. 03)
한글내용
(Korean Abstract)
영문내용
(English Abstract)
The network environment is presently becoming very increased. Accordingly, the study of traffic classification for network management is becoming difficult. Automatic signature extraction system is a hot topic in the field of traffic classification research. However, existing automatic payload signature generation systems suffer problems such as semi-automatic system, generating of disposable signatures, generating of false-positive signatures and signatures are not kept up to date. Therefore, we provide a fully automatic signature update system that automatically performs all the processes, such as traffic collection, signature generation, signature management and signature verification. The step of traffic collection automatically collects ground-truth traffic through the traffic measurement agent (TMA) and traffic management server (TMS). The step of signature management removes unnecessary signatures. The step of signature generation generates new signatures. Finally, the step of signature verification removes the false-positive signatures. The proposed system can solve the problems of existing systems. The result of this system to a campus network showed that, in the case of four applications, high recall values and low false-positive rates can be maintained.
키워드(Keyword) Automatic   Traffic Classification   Association Rule Mining   Payload Signature  
원문 PDF 다운로드