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Paper Abstract and Keywords
Presentation 2014-11-28 10:20
Detecting Backscatter of DDoS Attacks from Darknet Traffic
Nobuaki Furutani (Kobe Univ), Tao Ban, Junji Nakazato (NICT), Jumpei Shimamura (clwit), Jun Kitazono, Seiichi Ozawa (Kobe Univ) ICSS2014-59
Abstract (in Japanese) (See Japanese page) 
(in English) In this work, we propose a method to quickly discriminate DDoS backscatter packets from those of other traffic observed by darknet sensors (i.e., backscatter or non-backscatter). Upon the packets that are sent by a host towards the monitored darknet during a short time-window, we define 12 descriptive features, which are then input to an SVM classifier for classification.In the experiments, we use TCP packets sent from port 80 and UDP
packets sent from port 53 as the training and testing data, because of the easiness to label them based on domain knowledge. Experiments showed promising results on these two ports.
Keyword (in Japanese) (See Japanese page) 
(in English) network security / DDoS attacks / machine learning / Support Vector Machine / / / /  
Reference Info. IEICE Tech. Rep., vol. 114, no. 340, ICSS2014-59, pp. 49-53, Nov. 2014.
Paper # ICSS2014-59 
Date of Issue 2014-11-20 (ICSS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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  
Conference Date 2014-11-27 - 2014-11-28 
Place (in Japanese) (See Japanese page) 
Place (in English) Tohoku Gakuin University (Tagajo Campus) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Control System Security, Informatin and Communication System Security, etc. 
Paper Information
Registration To ICSS 
Conference Code 2014-11-ICSS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Detecting Backscatter of DDoS Attacks from Darknet Traffic 
Sub Title (in English)  
Keyword(1) network security  
Keyword(2) DDoS attacks  
Keyword(3) machine learning  
Keyword(4) Support Vector Machine  
1st Author's Name Nobuaki Furutani  
1st Author's Affiliation Kobe University (Kobe Univ)
2nd Author's Name Tao Ban  
2nd Author's Affiliation National Institute of Information and Communications Technology (NICT)
3rd Author's Name Junji Nakazato  
3rd Author's Affiliation National Institute of Information and Communications Technology (NICT)
4th Author's Name Jumpei Shimamura  
4th Author's Affiliation clwit Inc. (clwit)
5th Author's Name Jun Kitazono  
5th Author's Affiliation Kobe University (Kobe Univ)
6th Author's Name Seiichi Ozawa  
6th Author's Affiliation Kobe University (Kobe Univ)
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Date Time 2014-11-28 10:20:00 
Presentation Time 25 
Registration for ICSS 
Paper # IEICE-ICSS2014-59 
Volume (vol) IEICE-114 
Number (no) no.340 
Page pp.49-53 
#Pages IEICE-5 
Date of Issue IEICE-ICSS-2014-11-20 

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