| Paper Abstract and Keywords |
| Presentation |
2010-11-24 17:45
Construction of high performance network intrusion system Moriteru Ishida (Kyoto Univ.), Hiroki Takakura (Nagoya Univ.), Yasuo Okabe (Kyoto Univ.) IA2010-56 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Intrusion detection systems(IDSs) are equipments important to network security. Recently, there’s been an increase in research into them and especially several studies have been made on anomaly based IDSs using unsupervised machine learning techniques. However past studies still haven’t solved two problems, low detection rate and high false positive rate. In addition, there is a problem that past IDSs haven’t been evaluated by real traffic data. Then in order to solve them, we propose two improvements, that of the clustering algorithm based on OptiGrid and the existing cluster-labeling method. And we evaluate our system with both KDDCUP1999 data and real traffic data collected by honeypots in Kyoto University. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
intrusion detection system / IDS / anomaly detection / clustering / OptiGrid / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 304, IA2010-56, pp. 31-36, Nov. 2010. |
| Paper # |
IA2010-56 |
| Date of Issue |
2010-11-17 (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 |
IA2010-56 |
| Conference Information |
| Committee |
IA |
| Conference Date |
2010-11-24 - 2010-11-24 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Seisen-Ryo |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Students session, etc. |
| Paper Information |
| Registration To |
IA |
| Conference Code |
2010-11-IA |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Construction of high performance network intrusion system |
| Sub Title (in English) |
* |
| Keyword(1) |
intrusion detection system |
| Keyword(2) |
IDS |
| Keyword(3) |
anomaly detection |
| Keyword(4) |
clustering |
| Keyword(5) |
OptiGrid |
| Keyword(6) |
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| 1st Author's Name |
Moriteru Ishida |
| 1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 2nd Author's Name |
Hiroki Takakura |
| 2nd Author's Affiliation |
Advanced Network Division, Information Technology Center, Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Yasuo Okabe |
| 3rd Author's Affiliation |
Academic Center for Computing and Media Studies, Kyoto University (Kyoto Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2010-11-24 17:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
IA |
| Paper # |
IA2010-56 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.304 |
| Page |
pp.31-36 |
| #Pages |
6 |
| Date of Issue |
2010-11-17 (IA) |