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Paper Abstract and Keywords
Presentation 2018-06-02 10:50
Arbitrary Location Estimation Using Infrared Sensors by Machine Learning
Ryo Ota, Qiangfu Zhao (Univ. of Aizu) SC2018-9
Abstract (in Japanese) (See Japanese page) 
(in English) This paper is an extension of our earlier study related to construction of a resident-friendly smart home,
while protecting residents’ privacy. To protect privacy, we install passive infrared sensors in the room instead of
using video cameras. Generally speaking, sensor data have less information than video cameras. However, by
analyzing data captured by a small sensor array, we found that machine learning technologies can classify human
locations and activities roughly. That is, a sensor array may provide enough information for the system to be smart.
In this paper, we study sensor array-based arbitrary human location estimation, and compare the performance of
MLP and SVR for location regression.
Keyword (in Japanese) (See Japanese page) 
(in English) Infrared Sensor / Smart Home Technology / Machine Learning / / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 72, SC2018-9, pp. 47-52, June 2018.
Paper # SC2018-9 
Date of Issue 2018-05-25 (SC) 
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 SC2018-9

Conference Information
Committee SC  
Conference Date 2018-06-01 - 2018-06-02 
Place (in Japanese) (See Japanese page) 
Place (in English) UBIC 3D Theater, University of Aizu 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Service Computing for the 4th Industrial Revolution and Other Issues 
Paper Information
Registration To SC 
Conference Code 2018-06-SC 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Arbitrary Location Estimation Using Infrared Sensors by Machine Learning 
Sub Title (in English)  
Keyword(1) Infrared Sensor  
Keyword(2) Smart Home Technology  
Keyword(3) Machine Learning  
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1st Author's Name Ryo Ota  
1st Author's Affiliation The University of Aizu (Univ. of Aizu)
2nd Author's Name Qiangfu Zhao  
2nd Author's Affiliation The University of Aizu (Univ. of Aizu)
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Speaker Author-1 
Date Time 2018-06-02 10:50:00 
Presentation Time 25 minutes 
Registration for SC 
Paper # SC2018-9 
Volume (vol) vol.118 
Number (no) no.72 
Page pp.47-52 
#Pages 6 
Date of Issue 2018-05-25 (SC) 

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