Paper Abstract and Keywords |
Presentation |
2020-03-06 09:50
Framework to Utilize Others' Behavior without Sharing Privacy Information Masaaki Yamauchi, Yuichi Ohsita, Masayuki Murata (Osaka Univ.) IN2019-114 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A cyberattack to operate home IoT devices by attackers is a serious problem, which may damage the users. We have proposed a method to detect anomalous operations of home IoT devices by learning the users daily-life behaviors. However, the method needs to collect sufficient amount of users' behavior dataset. Before sufficient amount of dataset is collected, the method misdetects many legitimate operations. One approach to avoiding such misdetections is to use dataset collected in the other users' homes that have similar lifestyle. But, users do not want to share their private information. In this paper, we propose a framework to utilize the similar users' behavior data without sharing their private data. In this framework, each home has an agent to learn their behaviors and detect anomalous operations. When detecting anomalous operations, each agent cooperate with each other without sharing their private information. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Anomaly Detection / IoT / Security / Framework / Learning Behavior / Smart Home / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 461, IN2019-114, pp. 213-218, March 2020. |
Paper # |
IN2019-114 |
Date of Issue |
2020-02-27 (IN) |
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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IN2019-114 |
Conference Information |
Committee |
NS IN |
Conference Date |
2020-03-05 - 2020-03-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Royal Hotel Okinawa Zanpa-Misaki |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
IN |
Conference Code |
2020-03-NS-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Framework to Utilize Others' Behavior without Sharing Privacy Information |
Sub Title (in English) |
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Anomaly Detection |
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IoT |
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Security |
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Framework |
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Learning Behavior |
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Smart Home |
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1st Author's Name |
Masaaki Yamauchi |
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 |
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Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2020-03-06 09:50:00 |
Presentation Time |
20 minutes |
Registration for |
IN |
Paper # |
IN2019-114 |
Volume (vol) |
vol.119 |
Number (no) |
no.461 |
Page |
pp.213-218 |
#Pages |
6 |
Date of Issue |
2020-02-27 (IN) |
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