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| Paper Abstract and Keywords | ||
| Presentation | 2018-07-26 11:45 Real-time Botnet Detection Using Nonnegative Tucker Decomposition Hideaki Kanehara, Yuma Murakami (Waseda Univ.), Jumpei Shimamura (Clwit), Takeshi Takahashi (NICT), Noboru Murata (Waseda Univ.), Daisuke Inoue (NICT)  ISEC2018-38 SITE2018-30 HWS2018-35 ICSS2018-41 EMM2018-37 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This study focuses on darknet traffic analysis and applies tensor factorization in order to detect coordinated group activities, such as a botnet. Tensor factorization is more interpretable model than any other change point detection methods and can handle more features than matrix factorization. Nonnegative tucker decomposition, one of the tensor factorization methods, has non-negativity constraints to avoid physically unreasonable results, but needs too much computational resources to run in real-time. To address this problem, we propose a method for detecting group activities from the extracted features. The method combines existing methods to realize fast and memory-efficient factorization. We introduce our prototype implementation of the proposed scheme, with which we demonstrate the effectiveness of the scheme by reviewing several past security incidents. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Group Activity Detection / Botnet Detection / Tensor Factorization / Darknet Analysis / Real-time Analysis / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 154, ICSS2018-41, pp. 297-304, July 2018. | |
| Paper # | ICSS2018-41 | |
| Date of Issue | 2018-07-18 (ISEC, SITE, HWS, ICSS, EMM) | |
| 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 | ISEC2018-38 SITE2018-30 HWS2018-35 ICSS2018-41 EMM2018-37 |
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| Conference Information | |
| Committee | HWS ISEC SITE ICSS EMM IPSJ-CSEC IPSJ-SPT |
| Conference Date | 2018-07-25 - 2018-07-26 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Sapporo Convention Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, etc. |
| Paper Information | |
| Registration To | ICSS |
| Conference Code | 2018-07-HWS-ISEC-SITE-ICSS-EMM-CSEC-SPT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Real-time Botnet Detection Using Nonnegative Tucker Decomposition |
| Sub Title (in English) | |
| Keyword(1) | Group Activity Detection |
| Keyword(2) | Botnet Detection |
| Keyword(3) | Tensor Factorization |
| Keyword(4) | Darknet Analysis |
| Keyword(5) | Real-time Analysis |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hideaki Kanehara |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Yuma Murakami |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
| 3rd Author's Name | Jumpei Shimamura |
| 3rd Author's Affiliation | Clwit Inc. (Clwit) |
| 4th Author's Name | Takeshi Takahashi |
| 4th Author's Affiliation | National Institute of Information and Communications Technology (NICT) |
| 5th Author's Name | Noboru Murata |
| 5th Author's Affiliation | Waseda University (Waseda Univ.) |
| 6th Author's Name | Daisuke Inoue |
| 6th Author's Affiliation | National Institute of Information and Communications Technology (NICT) |
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| Speaker | 1 |
| Date Time | 2018-07-26 11:45:00 |
| Presentation Time | 25 |
| Registration for | ICSS |
| Paper # | IEICE-ISEC2018-38,IEICE-SITE2018-30,IEICE-HWS2018-35,IEICE-ICSS2018-41,IEICE-EMM2018-37 |
| Volume (vol) | IEICE-118 |
| Number (no) | no.151(ISEC), no.152(SITE), no.153(HWS), no.154(ICSS), no.155(EMM) |
| Page | pp.297-304 |
| #Pages | IEICE-8 |
| Date of Issue | IEICE-ISEC-2018-07-18,IEICE-SITE-2018-07-18,IEICE-HWS-2018-07-18,IEICE-ICSS-2018-07-18,IEICE-EMM-2018-07-18 |
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