Paper Abstract and Keywords |
Presentation |
2014-05-16 14:15
Application and Evaluation of Clustering Methods Using Swarm Intelligence to Traffic Classification Takumi Sue, Yuichi Ohsita, Masayuki Murata (Osaka Univ.) IN2014-15 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
One approach to classify the Internet traffic is to use the statistical information of traffic.
In this approach, the traffic is classified based on the statistical information by the machine learning.
One of the popular machine learning techniques is clustering.
In recent years, many clustering methods have been proposed. Among them, the bio-inspired clustering methods can classify the data accurately with a small computational complexity/
However, the applicability of such new clustering methods to the traffic classification is not sufficiently discussed.
In this paper, we evaluate one of the bio-inspired clustering methods called AntTree when it is applied to the traffic classification.
The results show that the AntTree can classify Web application traffic accurately even when it is applied to the online classification. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Traffic Classification / Clustering / Swarm Intelligence / Web application / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 29, IN2014-15, pp. 37-42, May 2014. |
Paper # |
IN2014-15 |
Date of Issue |
2014-05-08 (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) |
Download PDF |
IN2014-15 |
Conference Information |
Committee |
IN RCS |
Conference Date |
2014-05-15 - 2014-05-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Wireless Internet, Multi-hop network, Mesh network, Network coding, Cross layer technique, Wireless communication, etc. |
Paper Information |
Registration To |
IN |
Conference Code |
2014-05-IN-RCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Application and Evaluation of Clustering Methods Using Swarm Intelligence to Traffic Classification |
Sub Title (in English) |
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Keyword(1) |
Traffic Classification |
Keyword(2) |
Clustering |
Keyword(3) |
Swarm Intelligence |
Keyword(4) |
Web application |
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1st Author's Name |
Takumi Sue |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Yuichi Ohsita |
2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
3rd Author's Name |
Masayuki Murata |
3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2014-05-16 14:15:00 |
Presentation Time |
25 minutes |
Registration for |
IN |
Paper # |
IN2014-15 |
Volume (vol) |
vol.114 |
Number (no) |
no.29 |
Page |
pp.37-42 |
#Pages |
6 |
Date of Issue |
2014-05-08 (IN) |
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