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| Presentation | 2018-03-08 10:00 Parameter Setting Automation for Network Monitoring Systems Yuncheng Zhu, Yoshiteru Takeshima, Hiroki Miyamoto (Hitachi)  ICM2017-58 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Network monitoring systems adopt network traffic analysis technologies to realize the stable operation of large-scale business systems. However, it is necessary to compute the a variety of parameters, for example, ones for machine learning algorithms, according to the prior information about the monitoring target systems, when applying such network monitoring systems. To solve the problem, with a network monitoring system adopting anomaly detection and cause identi cation technologies, we propose a parameter setting automation method that analyzes the characteristics of the monitoring target system according to the time-series data input, and computes the parameters fitting the system automatically. The proposed method is able to reduce the cost of parameter setting during the introduction phase of network monitoring systems. As a preliminary evaluation for the proposed method, we have proved the feasibility of the proposed method by the prototype implementation, and have evaluated the accuracy of the traffic characteristics recognition. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | network monitoring system / parameter setting / traffic characteristics recognition / operation management / traffic analysis / anomaly detection / cause identification / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 491, ICM2017-58, pp. 19-24, March 2018. | |
| Paper # | ICM2017-58 | |
| Date of Issue | 2018-03-01 (ICM) | |
| 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 | ICM2017-58 |
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| Conference Information | |
| Committee | ICM |
| Conference Date | 2018-03-08 - 2018-03-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | ICM |
| Conference Code | 2018-03-ICM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Parameter Setting Automation for Network Monitoring Systems |
| Sub Title (in English) | |
| Keyword(1) | network monitoring system |
| Keyword(2) | parameter setting |
| Keyword(3) | traffic characteristics recognition |
| Keyword(4) | operation management |
| Keyword(5) | traffic analysis |
| Keyword(6) | anomaly detection |
| Keyword(7) | cause identification |
| Keyword(8) | |
| 1st Author's Name | Yuncheng Zhu |
| 1st Author's Affiliation | Hitachi, Ltd. (Hitachi) |
| 2nd Author's Name | Yoshiteru Takeshima |
| 2nd Author's Affiliation | Hitachi, Ltd. (Hitachi) |
| 3rd Author's Name | Hiroki Miyamoto |
| 3rd Author's Affiliation | Hitachi, Ltd. (Hitachi) |
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| Speaker | Author-1 |
| Date Time | 2018-03-08 10:00:00 |
| Presentation Time | 20 minutes |
| Registration for | ICM |
| Paper # | ICM2017-58 |
| Volume (vol) | vol.117 |
| Number (no) | no.491 |
| Page | pp.19-24 |
| #Pages | 6 |
| Date of Issue | 2018-03-01 (ICM) |
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