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| Presentation | 2014-12-19 14:20 Traffic Classification on Mobile Network Considering Various Types of Network Traffic Flow Masaki Suzuki, Masafumi Watari, Shigehiro Ano (KDDI Labs.), Masato Tsuru (Kyutech)  IN2014-96 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The amount of mobile traffic data has been increasing in the recent years since the smartphones have become widely used and the multimedia contents have become rich. For the mobile core network design, it is better for the network designer to consider the characteristics of the smartphone traffic. The smartphone traffic is categorized into foreground (FG) traffic and background (BG) traffic in terms that the traffic is triggered by human interaction and these types of traffic have different effect on users in the case of network congestion. However, it is difficult for the network designer to understand the characteristics since both of traffic occur complicatedly. In this paper, we propose a traffic classification method at the mobile core network. The proposed method, first, captures packets at the mobile core network. Then, the proposed method labels each TCP flow as BG traffic by using a machine learning method with metrics in the TCP/IP layer. Through the procedures, we model the common characteristics of BG traffic. The proposed method is evaluated by experiments using experimental data through the Wi-Fi connection and its effectiveness is described in terms of the accuracy. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Background traffic / Traffic classification / Machine learning / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 373, IN2014-96, pp. 29-34, Dec. 2014. | |
| Paper # | IN2014-96 | |
| Date of Issue | 2014-12-11 (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) | |
| Download PDF | IN2014-96 |
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| Conference Information | |
| Committee | IA IN |
| Conference Date | 2014-12-18 - 2014-12-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima City University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
| Paper Information | |
| Registration To | IN |
| Conference Code | 2014-12-IA-IN |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Traffic Classification on Mobile Network Considering Various Types of Network Traffic Flow |
| Sub Title (in English) | |
| Keyword(1) | Background traffic |
| Keyword(2) | Traffic classification |
| Keyword(3) | Machine learning |
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| 1st Author's Name | Masaki Suzuki |
| 1st Author's Affiliation | KDDI R&D Laboratories, Inc. (KDDI Labs.) |
| 2nd Author's Name | Masafumi Watari |
| 2nd Author's Affiliation | KDDI R&D Laboratories, Inc. (KDDI Labs.) |
| 3rd Author's Name | Shigehiro Ano |
| 3rd Author's Affiliation | KDDI R&D Laboratories, Inc. (KDDI Labs.) |
| 4th Author's Name | Masato Tsuru |
| 4th Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
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| Speaker | Author-1 |
| Date Time | 2014-12-19 14:20:00 |
| Presentation Time | 25 minutes |
| Registration for | IN |
| Paper # | IN2014-96 |
| Volume (vol) | vol.114 |
| Number (no) | no.373 |
| Page | pp.29-34 |
| #Pages | 6 |
| Date of Issue | 2014-12-11 (IN) |
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