A Lightweight Software Model for Signature-Based Application-Level Traffic Classification System
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Park, Jun-Sang | - |
dc.contributor.author | Yoon, Sung-Ho | - |
dc.contributor.author | Won, Youngjoon | - |
dc.contributor.author | Kim, Myung-Sup | - |
dc.date.accessioned | 2021-09-05T04:24:49Z | - |
dc.date.available | 2021-09-05T04:24:49Z | - |
dc.date.created | 2021-06-15 | - |
dc.date.issued | 2014-10 | - |
dc.identifier.issn | 1745-1361 | - |
dc.identifier.uri | https://scholar.korea.ac.kr/handle/2021.sw.korea/97170 | - |
dc.description.abstract | Internet traffic classification is an essential step for stable service provision. The payload signature classifier is considered a reliable method for Internet traffic classification but is prohibitively computationally expensive for real-time handling of large amounts of traffic on high-speed networks. In this paper, we describe several design techniques to minimize the search space of traffic classification and improve the processing speed of the payload signature classifier. Our suggestions are (1) selective matching algorithms based on signature type, (2) signature reorganization using hierarchical structure and traffic locality, and (3) early packet sampling in flow. Each can be applied individually, or in any combination in sequence. The feasibility of our selections is proved via experimental evaluation on traffic traces of our campus and a commercial ISP. We observe 2 to 5 times improvement in processing speed against the untuned classification system and Snort Engine, while maintaining the same level of accuracy. | - |
dc.language | English | - |
dc.language.iso | en | - |
dc.publisher | IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG | - |
dc.subject | ARCHITECTURE | - |
dc.title | A Lightweight Software Model for Signature-Based Application-Level Traffic Classification System | - |
dc.type | Article | - |
dc.contributor.affiliatedAuthor | Kim, Myung-Sup | - |
dc.identifier.doi | 10.1587/transinf.2013EDP7454 | - |
dc.identifier.scopusid | 2-s2.0-84907494179 | - |
dc.identifier.wosid | 000348141100016 | - |
dc.identifier.bibliographicCitation | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, v.E97D, no.10, pp.2697 - 2705 | - |
dc.relation.isPartOf | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | - |
dc.citation.title | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | - |
dc.citation.volume | E97D | - |
dc.citation.number | 10 | - |
dc.citation.startPage | 2697 | - |
dc.citation.endPage | 2705 | - |
dc.type.rims | ART | - |
dc.type.docType | Article | - |
dc.description.journalClass | 1 | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
dc.relation.journalResearchArea | Computer Science | - |
dc.relation.journalWebOfScienceCategory | Computer Science, Information Systems | - |
dc.relation.journalWebOfScienceCategory | Computer Science, Software Engineering | - |
dc.subject.keywordPlus | ARCHITECTURE | - |
dc.subject.keywordAuthor | Internet traffic classification | - |
dc.subject.keywordAuthor | payload signature | - |
dc.subject.keywordAuthor | processing speed | - |
dc.subject.keywordAuthor | signature hierarchy | - |
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
(02841) 서울특별시 성북구 안암로 14502-3290-1114
COPYRIGHT © 2021 Korea University. All Rights Reserved.
Certain data included herein are derived from the © Web of Science of Clarivate Analytics. All rights reserved.
You may not copy or re-distribute this material in whole or in part without the prior written consent of Clarivate Analytics.