Paper Abstract and Keywords |
Presentation |
2011-12-16 11:25
Adaptive Short Term Prediction of JPIX Traffic Volume based on the Singular Value Decomposition Hirohisa Hamada, Hirotaka Ishibashi, Masato Yamashita, Kazuo Yana (Hosei Univ.) IN2011-116 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper proposes an adaptive method for the JPIX (Japan Internet Exchange) network traffic prediction. Singular value decomposition is applied to the daily JPIX traffic data for a certain time period (1-2 months) to extract the orthogonal time series underlying the traffic data. Then an adaptive algorithm is applied for updating the weight vector characterize the current network traffic which enable the traffic prediction. The method was applied to the JPIX traffic data for May 30, 2011-July 31, 2011 to predict the subsequent week. The method achieved a good prediction accuracy of average 1.85%. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Network traffic prediction / JPIX / Japan Internet exchange / Singular value decomposition / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 346, IN2011-116, pp. 55-59, Dec. 2011. |
Paper # |
IN2011-116 |
Date of Issue |
2011-12-08 (IN) |
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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IN2011-116 |
Conference Information |
Committee |
IN IA |
Conference Date |
2011-12-15 - 2011-12-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hiroshima City University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Internet Measurement, Network Management, Network Security, Traffic Theory, etc |
Paper Information |
Registration To |
IN |
Conference Code |
2011-12-IN-IA |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Adaptive Short Term Prediction of JPIX Traffic Volume based on the Singular Value Decomposition |
Sub Title (in English) |
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Keyword(1) |
Network traffic prediction |
Keyword(2) |
JPIX |
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Japan Internet exchange |
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Singular value decomposition |
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1st Author's Name |
Hirohisa Hamada |
1st Author's Affiliation |
Hosei University (Hosei Univ.) |
2nd Author's Name |
Hirotaka Ishibashi |
2nd Author's Affiliation |
Hosei University (Hosei Univ.) |
3rd Author's Name |
Masato Yamashita |
3rd Author's Affiliation |
Hosei University (Hosei Univ.) |
4th Author's Name |
Kazuo Yana |
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Hosei University (Hosei Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-12-16 11:25:00 |
Presentation Time |
25 minutes |
Registration for |
IN |
Paper # |
IN2011-116 |
Volume (vol) |
vol.111 |
Number (no) |
no.346 |
Page |
pp.55-59 |
#Pages |
5 |
Date of Issue |
2011-12-08 (IN) |
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