| Presentation | 2016-10-17 Gait Identification Using Arm Acceleration Data with SVM Classification Kodai Kitagawa, Yu Taguchi, Nobuyuki Toya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Gait / Acceleration / Arm / Support Vector Machine |
| Paper # | WIT2016-39 |
| Date of Issue | 2016-10-09 (WIT) |
| Conference Information | |
| Committee | WIT |
|---|---|
| Conference Date | 2016/10/16(2days) |
| 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. |
| Chair | Kiyohiko Nunokawa(Tokyo International Univ.) |
| Vice Chair | Chikamune Wada(Kyushu Inst. of Tech.) |
| Secretary | Chikamune Wada(Nagoya Inst. of Tech.) |
| Assistant | Tomohiro Amemiya(NTT) / Takeaki Shionome(Tsukuba Univ. of Tech.) / Manabi Miyagi(Tsukuba Univ. of Tech.) / Takashi Handa(Saitama Industrial Technology Center) |
| Paper Information | |
| Registration To | Technical Committee on Well-being Information Technology |
|---|---|
| Language | JPN |
| 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 |
| 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) |
| Date | 2016-10-17 |
| Paper # | WIT2016-39 |
| Volume (vol) | vol.116 |
| Number (no) | WIT-248 |
| Page | pp.pp.35-38(WIT), |
| #Pages | 4 |
| Date of Issue | 2016-10-09 (WIT) |