| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2018-03-02 15:20 Method for Generating a Data Set to Detect Cyber Attacks for Autonomous and Distributed Internet Security Infrastructure Yusei Katsura, Hiroyuki Kimiyama (Tokyo Denki Univ.), Akihiro Nakao (Tokyo Univ.), Naoki Yonezaki, Tomoaki Tsutsumi, Kaoru Sano (Tokyo Denki Univ.), Takeshi Okamoto, Mitsuru Maruyama (Kanagawa Institutes of Technology), Hiroshi Kobayashi (Tokyo Denki Univ.)  NS2017-238 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We proposed "Autonomous and distributed Internet security (AIS) infrastructure" that enables to protect our resources on the Internet by cooperating with all ISPs. One of AIS functions is that Multi-Layer Binding Router, which is core device of AIS infrastructure, discards attack packets detected and requested to discard by end nodes. Attack packets detection proceeds rapidly and correctly since this function works effectively. We developed a program to extract statistical attribution per TCP session from traffic data without sampling. We experimented in extracting statistical attribution from actual traffic data, and classifying attack packets and normal packets by machine learning methods with that statistical attribution. We demonstrated that this developed program is effective to detect attack packets and some issues to resolve from these results. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Cyber attack / Attack detection / Statistical attribution / Machine learning / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 459, NS2017-238, pp. 397-401, March 2018. | |
| Paper # | NS2017-238 | |
| Date of Issue | 2018-02-22 (NS) | |
| 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 | NS2017-238 |
|
| Conference Information | |
| Committee | NS IN |
| Conference Date | 2018-03-01 - 2018-03-02 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Phoenix Seagaia Resort |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Paper Information | |
| Registration To | NS |
| Conference Code | 2018-03-NS-IN |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Method for Generating a Data Set to Detect Cyber Attacks for Autonomous and Distributed Internet Security Infrastructure |
| Sub Title (in English) | |
| Keyword(1) | Cyber attack |
| Keyword(2) | Attack detection |
| Keyword(3) | Statistical attribution |
| Keyword(4) | Machine learning |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Yusei Katsura |
| 1st Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 2nd Author's Name | Hiroyuki Kimiyama |
| 2nd Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 3rd Author's Name | Akihiro Nakao |
| 3rd Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 4th Author's Name | Naoki Yonezaki |
| 4th Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 5th Author's Name | Tomoaki Tsutsumi |
| 5th Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 6th Author's Name | Kaoru Sano |
| 6th Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 7th Author's Name | Takeshi Okamoto |
| 7th Author's Affiliation | Kanagawa Institutes of Technology (Kanagawa Institutes of Technology) |
| 8th Author's Name | Mitsuru Maruyama |
| 8th Author's Affiliation | Kanagawa Institutes of Technology (Kanagawa Institutes of Technology) |
| 9th Author's Name | Hiroshi Kobayashi |
| 9th Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2018-03-02 15:20:00 |
| Presentation Time | 20 minutes |
| Registration for | NS |
| Paper # | NS2017-238 |
| Volume (vol) | vol.117 |
| Number (no) | no.459 |
| Page | pp.397-401 |
| #Pages | 5 |
| Date of Issue | 2018-02-22 (NS) |
[Return to Top Page]