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) |
Download PDF |
IT2022-14 EMM2022-14 |
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 |
Sub Title (in English) |
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Decentralized Federated Learning |
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Wireless Networks |
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Data Privacy |
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1st Author's Name |
Koya Sato |
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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 |
1 |
Date of Issue |
2022-05-10 (IT, EMM) |
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