| Presentation | 2023-11-21 [Poster Presentation] A coaching system for improving running form with considering privacy protection Kyoshiro Takanashi, Norihiko Shinomiya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, there has been a substantial rise in the population of marathon runners. A lot of runners ’motivation is participation in a marathon race and improve running time. This research proposes a system the System to improve running form with considering stride, pitch, and other data acquired by wearable devices to predict times through machine learning.In addition, The system then proposes the ideal running form for each runner. Finally, the paper proposes an architecture of federated learning in which machine learning is performed to protect the privacy without aggregating data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | running form / wearable sensors / federated learning |
| Paper # | SeMI2023-45 |
| Date of Issue | 2023-11-14 (SeMI) |
| Conference Information | |
| Committee | SRW / SeMI |
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| Conference Date | 2023/11/21(2days) |
| 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) | IoT Workshop |
| Chair | Keiichi Mizutani(Kyoto Univ.) / Kazuya Monden(Hitachi) |
| Vice Chair | Kentaro Saito(Tokyo Denki Univ.) / Hirokazu Sawada(NICT) / Yasunori Owada(NICT) / Shunsuke Saruwatari(Osaka Univ.) |
| Secretary | Kentaro Saito(Kochi Univ, of Tech.) / Hirokazu Sawada(Niigata Univ.) / Yasunori Owada(NTT DOCOMO) / Shunsuke Saruwatari(Tokyo Univ. of Agri. and Tech.) |
| Assistant | Maki Arai(Tokyo Univ. of Science) / Yusuke Kouda(Kyoto Univ.) / Yuki Matsuda(NAIST) / Taku Suzuki(Hitachi) / Takeshi Hirai(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Short Range Wireless Communications / Technical Committee on Sensor Network and Mobile Intelligence |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] A coaching system for improving running form with considering privacy protection |
| Sub Title (in English) | |
| Keyword(1) | running form |
| Keyword(2) | wearable sensors |
| Keyword(3) | federated learning |
| 1st Author's Name | Kyoshiro Takanashi |
| 1st Author's Affiliation | Soka University(Soka Univ) |
| 2nd Author's Name | Norihiko Shinomiya |
| 2nd Author's Affiliation | Soka University(Soka Univ) |
| Date | 2023-11-21 |
| Paper # | SeMI2023-45 |
| Volume (vol) | vol.123 |
| Number (no) | SeMI-276 |
| Page | pp.pp.23-26(SeMI), |
| #Pages | 4 |
| Date of Issue | 2023-11-14 (SeMI) |