Paper Abstract and Keywords |
Presentation |
2015-03-03 15:40
A Study of Load-Balancing System with Naive Bayes Classifier Yasufumi Ogawa, Hiroyuki Nakamura (NTT) NS2014-277 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Layer 7 Load-Balancer for session management protocol must distribute requesting messages to particular destination to keep their sessions. Therefore, Round-Robin like load balancing is not adequate in this situation. Rule-based is a kind of solution for session management protocol. It's reasonable for simple request and flexible for any message with regular expression mechanisms. However, it might be extremely complex for operator if various patterns of request. In this case, operator must define several patters of complex rule and maintain them consistently to follow fluctuation of traffic of patterns for load balancing. We have studied a method to overcome these problems with simple Naive Bayes Classifier and feedback mechanism to upgrade training set periodically. One of the major requirements for load balancer is throughput, so we have studied filtering incoming messages for faster classification with proper degree of accuracy. We also have studied valid feedback mechanism. In this paper, we show our experimental result of simulation. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Load Balancer / SIP / Machine Learning / Naive Bayes Classifier / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 477, NS2014-277, pp. 589-594, March 2015. |
Paper # |
NS2014-277 |
Date of Issue |
2015-02-23 (NS) |
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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NS2014-277 |
Conference Information |
Committee |
NS IN |
Conference Date |
2015-03-02 - 2015-03-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Okinawa Convention Center |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
NS |
Conference Code |
2015-03-NS-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Study of Load-Balancing System with Naive Bayes Classifier |
Sub Title (in English) |
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Load Balancer |
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SIP |
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Machine Learning |
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Naive Bayes Classifier |
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1st Author's Name |
Yasufumi Ogawa |
1st Author's Affiliation |
NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
2nd Author's Name |
Hiroyuki Nakamura |
2nd Author's Affiliation |
NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
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Speaker |
Author-1 |
Date Time |
2015-03-03 15:40:00 |
Presentation Time |
20 minutes |
Registration for |
NS |
Paper # |
NS2014-277 |
Volume (vol) |
vol.114 |
Number (no) |
no.477 |
Page |
pp.589-594 |
#Pages |
6 |
Date of Issue |
2015-02-23 (NS) |
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