Paper Abstract and Keywords |
Presentation |
2016-11-25 15:20
Discussion and Evaluation on Regeneration of New Kyoto 2006+ Data Set Ryunosuke Tada, Ryotaro Kobayashi (Toyohashi Univ. of Tech.), Hajime Shimada (Nagoya Univ.), Hiroki Takakura (NII) ICSS2016-42 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Network-based Intrusion Detection Systems (NIDSs) are used to counteract cyber-attacks, and thus various studies have been conducted on high-performance NIDSs based on machine learning techniques. In the field of intrusion detection, we have famous datasets for evaluation like: DARPA Intrusion Detection Data Sets, KDD Cup 1999 Data, and Kyoto 2006+ Data Set. However, these datasets do not reflect recent trends of cyber-attacks, and moreover they lack long-period observation. For this reason, we refine Kyoto 2006+ Data Set from the same traffic data as the old one with the latest version of tools. In addition, we evaluated the new dataset by applying several machine learning techniques and comparing the classification results of the old and new datasets. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Intrusion Detection / Network-based Intrusion Detection System / Honeypot Data / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 328, ICSS2016-42, pp. 21-26, Nov. 2016. |
Paper # |
ICSS2016-42 |
Date of Issue |
2016-11-18 (ICSS) |
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) |
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ICSS2016-42 |
Conference Information |
Committee |
ICSS |
Conference Date |
2016-11-25 - 2016-11-25 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Institute of Information Security |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Information and Communication System Security, etc. |
Paper Information |
Registration To |
ICSS |
Conference Code |
2016-11-ICSS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Discussion and Evaluation on Regeneration of New Kyoto 2006+ Data Set |
Sub Title (in English) |
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Keyword(1) |
Intrusion Detection |
Keyword(2) |
Network-based Intrusion Detection System |
Keyword(3) |
Honeypot Data |
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1st Author's Name |
Ryunosuke Tada |
1st Author's Affiliation |
Toyohashi University of Technology (Toyohashi Univ. of Tech.) |
2nd Author's Name |
Ryotaro Kobayashi |
2nd Author's Affiliation |
Toyohashi University of Technology (Toyohashi Univ. of Tech.) |
3rd Author's Name |
Hajime Shimada |
3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
4th Author's Name |
Hiroki Takakura |
4th Author's Affiliation |
National Institute of Informatics (NII) |
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Speaker |
Author-1 |
Date Time |
2016-11-25 15:20:00 |
Presentation Time |
25 minutes |
Registration for |
ICSS |
Paper # |
ICSS2016-42 |
Volume (vol) |
vol.116 |
Number (no) |
no.328 |
Page |
pp.21-26 |
#Pages |
6 |
Date of Issue |
2016-11-18 (ICSS) |
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