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| Presentation | 2007-01-19 11:25 Analysis and Visualization of Network IDS Data Using Machine Learning Hayato Ohba, JungSuk Song, Hiroki Takakura, Yasuo Okabe (Kyoto Univ.)  IA2006-36 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we clarify the differences between both datasets by using the log data of an IDS deployed in Kyoto University and propose novel visualizing method based on machine learning. One of the major problems of IDS is a huge amount of false positive rate. As a mater of face, various data mining and visualizing techniques have been proposed to overcome the problem. KDDCup'99, presented in 1999 is used even until now. However, the dataset is not able to handle current intrusions. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | IDS / Visualization / KDDCup'99 / LBG algorithm / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 106, no. 465, IA2006-36, pp. 31-36, Jan. 2007. | |
| Paper # | IA2006-36 | |
| Date of Issue | 2007-01-11 (IA) | |
| 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 | IA2006-36 |
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| Conference Information | |
| Committee | IA |
| Conference Date | 2007-01-18 - 2007-01-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | International Conference Center Hiroshima |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Internet and Application, etc. |
| Paper Information | |
| Registration To | IA |
| Conference Code | 2007-01-IA |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis and Visualization of Network IDS Data Using Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | IDS |
| Keyword(2) | Visualization |
| Keyword(3) | KDDCup'99 |
| Keyword(4) | LBG algorithm |
| Keyword(5) | |
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| Keyword(8) | |
| 1st Author's Name | Hayato Ohba |
| 1st Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 2nd Author's Name | JungSuk Song |
| 2nd Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 3rd Author's Name | Hiroki Takakura |
| 3rd Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 4th Author's Name | Yasuo Okabe |
| 4th Author's Affiliation | Kyoto University (Kyoto Univ.) |
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| Speaker | Author-1 |
| Date Time | 2007-01-19 11:25:00 |
| Presentation Time | 25 minutes |
| Registration for | IA |
| Paper # | IA2006-36 |
| Volume (vol) | vol.106 |
| Number (no) | no.465 |
| Page | pp.31-36 |
| #Pages | 6 |
| Date of Issue | 2007-01-11 (IA) |
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