Paper Abstract and Keywords |
Presentation |
2019-08-02 15:20
Traffic Prediction by Extracting Users' Access Patterns Yuka Komai (NTT), Tatsuaki Kimura (Osaka Univ.), Masahiro Kobayashi, Shigeaki Harada (NTT) IN2019-22 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Due to the emergence of diverse network services and devices, traffic patterns in recent networks become highly complicated. This recent trend raises a new need for network operators to perform traffic prediction based on users’ network access patterns. However, predicting traffic of each user or service requires huge computing resources and may cause degradation of prediction accuracy. In this paper, we propose a novel traffic prediction method based on users’ access patterns. Our method automatically extracts hidden users’ access patterns from traffic data by using NTF (Non-negative Tensor Factorization), and predicts future traffic for each access pattern on the basis of a SARIMA (Seasonal Auto-Regressive Integrated Moving Average) model. We evaluate our method using real DNS (Domain Name System) query logs captured at a campus network. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Traffic Prediction / Users’ Access Patterns / NTF / SARIMA Model / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 158, IN2019-22, pp. 43-46, Aug. 2019. |
Paper # |
IN2019-22 |
Date of Issue |
2019-07-25 (IN) |
ISSN |
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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IN2019-22 |
Conference Information |
Committee |
CCS IN |
Conference Date |
2019-08-01 - 2019-08-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
KIKI SHIRETOKO NATURAL RESORT |
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Paper Information |
Registration To |
IN |
Conference Code |
2019-08-CCS-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Traffic Prediction by Extracting Users' Access Patterns |
Sub Title (in English) |
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Traffic Prediction |
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Users’ Access Patterns |
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NTF |
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SARIMA Model |
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1st Author's Name |
Yuka Komai |
1st Author's Affiliation |
NTT Corporation (NTT) |
2nd Author's Name |
Tatsuaki Kimura |
2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
3rd Author's Name |
Masahiro Kobayashi |
3rd Author's Affiliation |
NTT Corporation (NTT) |
4th Author's Name |
Shigeaki Harada |
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NTT Corporation (NTT) |
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Speaker |
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Date Time |
2019-08-02 15:20:00 |
Presentation Time |
25 minutes |
Registration for |
IN |
Paper # |
IN2019-22 |
Volume (vol) |
vol.119 |
Number (no) |
no.158 |
Page |
pp.43-46 |
#Pages |
4 |
Date of Issue |
2019-07-25 (IN) |
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