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Paper Abstract and Keywords
Presentation 2016-03-04 14:30
An Autonomous DDoS Backscatter Detection System from Darknet Traffic
Yuki Ukawa, Jun Kitazono, Seiichi Ozawa (Kobe Univ.), Tao Ban, Junji Nakazato (NICT), Jumpei Shimamura (clwit) ICSS2015-67
Abstract (in Japanese) (See Japanese page) 
(in English) This paper proposes an autonomous DDoS backscatter detection system from UDP darknet traffic. To identify DDoS backscatter, we define 17 features and classify them using an L2-SVM. In addition, to adapt to emergence of new patterns of DDoS attacks, we utilize a one-class SVM to detect outliers and continuously update the L2-SVM classifier. In the experiments, we use a traffic data collected by darknet sensor of NICT for half a year, and show that the proposed system can detect DDoS backscatter with 0.90 in F-measure on average.
Keyword (in Japanese) (See Japanese page) 
(in English) network security / DDoS attacks / machine learning / Support Vector Machine / outlier detection / incremental learning / /  
Reference Info. IEICE Tech. Rep., vol. 115, no. 488, ICSS2015-67, pp. 123-128, March 2016.
Paper # ICSS2015-67 
Date of Issue 2016-02-25 (ICSS) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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reproduction
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee ICSS IPSJ-SPT  
Conference Date 2016-03-03 - 2016-03-04 
Place (in Japanese) (See Japanese page) 
Place (in English) Academic Center for Computing and Media Studies, Kyoto University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Information and Communication System Security, etc. 
Paper Information
Registration To ICSS 
Conference Code 2016-03-ICSS-SPT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An Autonomous DDoS Backscatter Detection System from Darknet Traffic 
Sub Title (in English)  
Keyword(1) network security  
Keyword(2) DDoS attacks  
Keyword(3) machine learning  
Keyword(4) Support Vector Machine  
Keyword(5) outlier detection  
Keyword(6) incremental learning  
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1st Author's Name Yuki Ukawa  
1st Author's Affiliation Kobe University (Kobe Univ.)
2nd Author's Name Jun Kitazono  
2nd Author's Affiliation Kobe University (Kobe Univ.)
3rd Author's Name Seiichi Ozawa  
3rd Author's Affiliation Kobe University (Kobe Univ.)
4th Author's Name Tao Ban  
4th Author's Affiliation National Institute of Information and Communicatoins Technology (NICT)
5th Author's Name Junji Nakazato  
5th Author's Affiliation National Institute of Information and Communicatoins Technology (NICT)
6th Author's Name Jumpei Shimamura  
6th Author's Affiliation clwit Inc. (clwit)
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Speaker Author-1 
Date Time 2016-03-04 14:30:00 
Presentation Time 30 minutes 
Registration for ICSS 
Paper # ICSS2015-67 
Volume (vol) vol.115 
Number (no) no.488 
Page pp.123-128 
#Pages
Date of Issue 2016-02-25 (ICSS) 


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