| Paper Abstract and Keywords |
| Presentation |
2016-10-17 09:00
Gait Identification Using Arm Acceleration Data with SVM Classification Kodai Kitagawa, Yu Taguchi, Nobuyuki Toya (NIT, Kushiro College) WIT2016-39 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Gait parameters like stride length and foot clearance are important for fall prevention. We have been developing a system to identify gait patterns based on stride length and foot clearance by acceleration sensors mounted in the Smartphone on an arm. In this paper, we experiment whether Support Vector Machine using three-axis accelerations as feature values can identify three gait patterns. (Three gait patterns are "Normal", "High step", "Long step".) The result showed that this method can identify three gait patterns of some subjects. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Gait / Acceleration / Arm / Support Vector Machine / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 248, WIT2016-39, pp. 35-38, Oct. 2016. |
| Paper # |
WIT2016-39 |
| Date of Issue |
2016-10-09 (WIT) |
| 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 |
WIT2016-39 |
| Conference Information |
| Committee |
WIT |
| Conference Date |
2016-10-16 - 2016-10-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Karatsu Royal Hotel (Saga pref.) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Ergonomics and Well-being Information Technology, etc. |
| Paper Information |
| Registration To |
WIT |
| Conference Code |
2016-10-WIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Gait Identification Using Arm Acceleration Data with SVM Classification |
| Sub Title (in English) |
|
| Keyword(1) |
Gait |
| Keyword(2) |
Acceleration |
| Keyword(3) |
Arm |
| Keyword(4) |
Support Vector Machine |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kodai Kitagawa |
| 1st Author's Affiliation |
National Institute of Technology, Kushiro College (NIT, Kushiro College) |
| 2nd Author's Name |
Yu Taguchi |
| 2nd Author's Affiliation |
National Institute of Technology, Kushiro College (NIT, Kushiro College) |
| 3rd Author's Name |
Nobuyuki Toya |
| 3rd Author's Affiliation |
National Institute of Technology, Kushiro College (NIT, Kushiro College) |
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| Speaker |
Author-1 |
| Date Time |
2016-10-17 09:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
WIT |
| Paper # |
WIT2016-39 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.248 |
| Page |
pp.35-38 |
| #Pages |
4 |
| Date of Issue |
2016-10-09 (WIT) |