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Paper Abstract and Keywords
Presentation 2022-05-18 14:20
[Invited Talk] Decentralized Federated Learning: Fundamentals, Research Trends and Open Issues in Wireless Channels
Koya Sato (UEC) IT2022-14 EMM2022-14
Abstract (in Japanese) (See Japanese page) 
(in English) The expansion of machine learning applications has raised novel concerns, such as data privacy and communication costs. This presentation introduces distributed machine learning methods such as federated learning (FL), which has been attracting attention in recent years as a method that can both fundamentally solve these problems and analyze big data. Then, we focus on a fully decentralized form of FL called decentralized FL (DFL). We present the problems of FL/DFL in wireless networks, related works, and our research progress.
Keyword (in Japanese) (See Japanese page) 
(in English) Decentralized Federated Learning / Wireless Networks / Data Privacy / / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 25, IT2022-14, pp. 73-73, May 2022.
Paper # IT2022-14 
Date of Issue 2022-05-10 (IT, EMM) 
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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Conference Information
Committee IT EMM  
Conference Date 2022-05-17 - 2022-05-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Gifu University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Information Security, Information Theory, Information Hiding, etc. 
Paper Information
Registration To IT 
Conference Code 2022-05-IT-EMM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Decentralized Federated Learning: Fundamentals, Research Trends and Open Issues in Wireless Channels 
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Keyword(1) Decentralized Federated Learning  
Keyword(2) Wireless Networks  
Keyword(3) Data Privacy  
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1st Author's Name Koya Sato  
1st Author's Affiliation The University of Electro-Communications (UEC)
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Speaker Author-1 
Date Time 2022-05-18 14:20:00 
Presentation Time 50 minutes 
Registration for IT 
Paper # IT2022-14, EMM2022-14 
Volume (vol) vol.122 
Number (no) no.25(IT), no.26(EMM) 
Page p.73 
#Pages
Date of Issue 2022-05-10 (IT, EMM) 


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