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| Presentation | 2014-11-28 11:35 Detecting infected hosts with machine learning analysis of DNS responses Wataru Tsuda, Youki Kadobayashi, Hirotaka Fujiwara, Suguru Yamaguchi (NAIST)  ICSS2014-62 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In recent years, we face cyber attacks such as illegal money transfer via net-banking, spam mail and DDoS attacks caused by botnet. In this research, we propose novel detection system which uses Random Forest for detecting botnet-related domain names. In this system, we apply many kinds of features from DNS response packet to deal with botnets which utilize DGA, Fast Flux Domain and so on. We experimented with one month of real DNS traffic data, and our system achieved 96.96% detection rates and 1.27% false positive rates. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | malware / botnet / DNS / machine learning / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 340, ICSS2014-62, pp. 67-72, Nov. 2014. | |
| Paper # | ICSS2014-62 | |
| Date of Issue | 2014-11-20 (ICSS) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and 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) | |
| Download PDF | ICSS2014-62 |
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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 infected hosts with machine learning analysis of DNS responses |
| Sub Title (in English) | |
| Keyword(1) | malware |
| Keyword(2) | botnet |
| Keyword(3) | DNS |
| Keyword(4) | machine learning |
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| 1st Author's Name | Wataru Tsuda |
| 1st Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 2nd Author's Name | Youki Kadobayashi |
| 2nd Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 3rd Author's Name | Hirotaka Fujiwara |
| 3rd Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 4th Author's Name | Suguru Yamaguchi |
| 4th Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
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| Speaker | Author-3 |
| Date Time | 2014-11-28 11:35:00 |
| Presentation Time | 25 minutes |
| Registration for | ICSS |
| Paper # | ICSS2014-62 |
| Volume (vol) | vol.114 |
| Number (no) | no.340 |
| Page | pp.67-72 |
| #Pages | 6 |
| Date of Issue | 2014-11-20 (ICSS) |
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