| Paper Abstract and Keywords |
| Presentation |
2007-09-21 14:00
An Enhancement of Network Anomaly Detection Method Using Occurence Probability Matrices of Correlation Coefficients Hiroaki Meguro, Yuji Waizumi, Hiroshi Tsunoda, Yoshiaki Nemoto (Tohoku Univ.) CS2007-20 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, a network anomaly detection method focusing
correlation coefficients between traffic features has been proposed.
This conventional method uses occurrence probability matrices of
correlation coefficients for detecting anomalies and identifying
anomalous
traffic features.
However, the conventional method fails to detect anomalous events
in the case that the variation of correlation coefficient value
is large in normal conditions.
For detecting such events, we propose the modification of the
conventional method to evaluate the anomalous increase of correlation
coefficients value.
Through experiments using real traffic data, we show
the effectiveness of the proposed method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Network Traffic State Evaluation / Enhancement / Anomaly Detection / Correlation Coefficients Histogram / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 223, CS2007-20, pp. 21-26, Sept. 2007. |
| Paper # |
CS2007-20 |
| Date of Issue |
2007-09-14 (CS) |
| 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 |
CS2007-20 |
| Conference Information |
| Committee |
NS CS IN |
| Conference Date |
2007-09-20 - 2007-09-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tohoku University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Overlay networks, VPN, DDos, network security, p2p communications, network software, etc. |
| Paper Information |
| Registration To |
CS |
| Conference Code |
2007-09-NS-CS-IN |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Enhancement of Network Anomaly Detection Method Using Occurence Probability Matrices of Correlation Coefficients |
| Sub Title (in English) |
|
| Keyword(1) |
Network Traffic State Evaluation |
| Keyword(2) |
Enhancement |
| Keyword(3) |
Anomaly Detection |
| Keyword(4) |
Correlation Coefficients Histogram |
| Keyword(5) |
|
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroaki Meguro |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Yuji Waizumi |
| 2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 3rd Author's Name |
Hiroshi Tsunoda |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Yoshiaki Nemoto |
| 4th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2007-09-21 14:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
CS |
| Paper # |
CS2007-20 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.223 |
| Page |
pp.21-26 |
| #Pages |
6 |
| Date of Issue |
2007-09-14 (CS) |