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| Presentation | 2016-09-16 16:40 Improving Accuracy of Real-time Sleep Stage Estimation by Considering Personal Sleep Feature Tomohiro Harada (Ritsumeikan Univ.), Takahiro Kawashima, Morito Morishima (Yamaha Corp.), Keiki Takadama (UEC)  MICT2016-47 MI2016-61 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This research proposes a novel method to estimate the sleep stage in real-time by heat rate obtained with a non-contact biological sensor device and investigate its effectiveness. A conventional real-time sleep stage estimation decreases its estimation accuracy in early term of sleeping because less biological information for esti- mating sleep stage is obtained. To improve the estimation accuracy of the proposed method, this paper introduces sleep feature of different day into the estimation model as user’s pre-information. The experimental result reveals that the appropriate selection of sleep feature improves the estimation accuracy in early term of sleeping. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Sleep stage estimation / real-time / personalization / non-contact biological sensor / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 224, MICT2016-47, pp. 63-68, Sept. 2016. | |
| Paper # | MICT2016-47 | |
| Date of Issue | 2016-09-09 (MICT, MI) | |
| 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) | |
| Download PDF | MICT2016-47 MI2016-61 |
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| Conference Information | |
| Committee | MI MICT |
| Conference Date | 2016-09-16 - 2016-09-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Koganei Campus, Tokyo University of Agriculture and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MICT |
| Conference Code | 2016-09-MI-MICT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improving Accuracy of Real-time Sleep Stage Estimation by Considering Personal Sleep Feature |
| Sub Title (in English) | |
| Keyword(1) | Sleep stage estimation |
| Keyword(2) | real-time |
| Keyword(3) | personalization |
| Keyword(4) | non-contact biological sensor |
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| Keyword(8) | |
| 1st Author's Name | Tomohiro Harada |
| 1st Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 2nd Author's Name | Takahiro Kawashima |
| 2nd Author's Affiliation | Yamaha Corporation (Yamaha Corp.) |
| 3rd Author's Name | Morito Morishima |
| 3rd Author's Affiliation | Yamaha Corporation (Yamaha Corp.) |
| 4th Author's Name | Keiki Takadama |
| 4th Author's Affiliation | The University of Electro-Communications (UEC) |
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| Speaker | Author-1 |
| Date Time | 2016-09-16 16:40:00 |
| Presentation Time | 20 minutes |
| Registration for | MICT |
| Paper # | MICT2016-47, MI2016-61 |
| Volume (vol) | vol.116 |
| Number (no) | no.224(MICT), no.225(MI) |
| Page | pp.63-68 |
| #Pages | 6 |
| Date of Issue | 2016-09-09 (MICT, MI) |
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