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Paper Abstract and Keywords
Presentation 2023-11-22 09:25
A Study on Transfer of Decision Tree for Operation of Future Managed Networks
Takaaki Moriya, Takashi Mukai, Manabu Nishio, Ai Tsunoda, Ken Kanishima (NTT) ICM2023-26
Abstract (in Japanese) (See Japanese page) 
(in English) When we build a new managed network, we need knowledge to solve various failures that will be occurred in the network. However, it takes time to gain the knowledge after we experience those failures. To solve this problem, we apply knowledge that is stored in another managed network into the target managed network. We apply decision tree to represent the knowledge and use it for anomaly detection of the managed network. We also assume the source and target managed networks consist of multiple layers, respectively. We propose and theoretically evaluate a method to transfer the decision tree by extracting exchangeability of the decision tree, even if the amounts of equipment in the source and target networks are different.
Keyword (in Japanese) (See Japanese page) 
(in English) Decision tree / Transfer / Managed network / Anomaly detection / Machine learning / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 274, ICM2023-26, pp. 20-25, Nov. 2023.
Paper # ICM2023-26 
Date of Issue 2023-11-14 (ICM) 
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)
Download PDF ICM2023-26

Conference Information
Committee ICM NS CQ NV  
Conference Date 2023-11-21 - 2023-11-22 
Place (in Japanese) (See Japanese page) 
Place (in English) Ehime Prefecture Gender Equality Center 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Network quality, Network measurement/management, Network virtualization, Network service, Blockchain, Security, Network intelligence/AI, etc. 
Paper Information
Registration To ICM 
Conference Code 2023-11-ICM-NS-CQ-NV 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on Transfer of Decision Tree for Operation of Future Managed Networks 
Sub Title (in English)  
Keyword(1) Decision tree  
Keyword(2) Transfer  
Keyword(3) Managed network  
Keyword(4) Anomaly detection  
Keyword(5) Machine learning  
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Keyword(7)  
Keyword(8)  
1st Author's Name Takaaki Moriya  
1st Author's Affiliation NTT (NTT)
2nd Author's Name Takashi Mukai  
2nd Author's Affiliation NTT (NTT)
3rd Author's Name Manabu Nishio  
3rd Author's Affiliation NTT (NTT)
4th Author's Name Ai Tsunoda  
4th Author's Affiliation NTT (NTT)
5th Author's Name Ken Kanishima  
5th Author's Affiliation NTT (NTT)
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Speaker Author-1 
Date Time 2023-11-22 09:25:00 
Presentation Time 25 minutes 
Registration for ICM 
Paper # ICM2023-26 
Volume (vol) vol.123 
Number (no) no.274 
Page pp.20-25 
#Pages 6 
Date of Issue 2023-11-14 (ICM) 

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