Paper Abstract and Keywords |
Presentation |
2009-03-09 10:15
Anomaly detection based on the machine learning of the human behavior on home network Yuji Shintani, Yasuyoshi Okada, Naoshi Sato (Institute of Information Security) IT2008-46 ISEC2008-104 WBS2008-59 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The demand for home security is growing year by year in order to solve on problems at homes, according to surge of robbery and murder cases, fall of rate in arresting criminals. So the home networks with improved function for home security are expected to be developed in the near future for meeting the demand. Using both the home network architecture recommended by ITU-T, and machine learning techniques, this study proposes a method for monitoring user’s operation of home electric appliance and detecting anomalies at the home. An analysis with a set of field data shows the decision tree is more useful for the anomaly detection than the other machine learning techniques. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Home network / Home Gateway / machine learning / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 108, no. 473, ISEC2008-104, pp. 23-28, March 2009. |
Paper # |
ISEC2008-104 |
Date of Issue |
2009-03-02 (IT, ISEC, WBS) |
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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IT2008-46 ISEC2008-104 WBS2008-59 |
Conference Information |
Committee |
WBS IT ISEC |
Conference Date |
2009-03-09 - 2009-03-10 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hakodate Mirai Univ. |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
ISEC |
Conference Code |
2009-03-WBS-IT-ISEC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Anomaly detection based on the machine learning of the human behavior on home network |
Sub Title (in English) |
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Home network |
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Home Gateway |
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machine learning |
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1st Author's Name |
Yuji Shintani |
1st Author's Affiliation |
Institute of Information Security (Institute of Information Security) |
2nd Author's Name |
Yasuyoshi Okada |
2nd Author's Affiliation |
Institute of Information Security (Institute of Information Security) |
3rd Author's Name |
Naoshi Sato |
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Institute of Information Security (Institute of Information Security) |
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Speaker |
Author-1 |
Date Time |
2009-03-09 10:15:00 |
Presentation Time |
25 minutes |
Registration for |
ISEC |
Paper # |
IT2008-46, ISEC2008-104, WBS2008-59 |
Volume (vol) |
vol.108 |
Number (no) |
no.472(IT), no.473(ISEC), no.474(WBS) |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2009-03-02 (IT, ISEC, WBS) |
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