| Presentation | 2017-08-20 A Method of Automatic Training Data Collection for Wearable Sensor-based Activity Recognition Yusuke Yamaura, Daisuke Ikeda, Masatsugu Tonoike, Yukihiro Tsuboshita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we target activities associated to objects in non-verbal communication activities and propose a method to automate the collection of training data for wearable sensor-based activity recognition. We specify the period when an object is used from a sensor attached to the object and then extract human’s sensor data in the corresponding period as a labeled training sample. In our experiment, as an example of non-verbal communication, we selected a scene where people discuss through a whiteboard in a meeting and recognize the activity of writing on the whiteboard. The effectiveness of our method is verified from the result that our model constructed from the training data collected by our method achieved almost the same accuracy as a model constructed from the training data collected by hand. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Wearable Sensor / Activity Recognition / Machine Learning |
| Paper # | HCS2017-51 |
| Date of Issue | 2017-08-13 (HCS) |
| Conference Information | |
| Committee | HCS |
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| Conference Date | 2017/8/20(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Seikei University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Support technologies based on communication sensing, etc. |
| Chair | Yukiko Nakano(Seikei Univ.) |
| Vice Chair | Nobuyuki Watanabe(Kanazawa Inst. of Tech.) / Tomoo Inoue(Univ. of Tsukuba) |
| Secretary | Nobuyuki Watanabe(Ritsumeikan Univ.) / Tomoo Inoue(Osaka Electro-Comm. Univ.) |
| Assistant | Kazuki Takashima(Tohoku Univ.) / Ken Fujiwara(Osaka Univ. of Economic) / Kazunori Terada(Gifu Univ.) / Atsushi Kimura(Nihon Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Human Communication Science |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Method of Automatic Training Data Collection for Wearable Sensor-based Activity Recognition |
| Sub Title (in English) | |
| Keyword(1) | Wearable Sensor |
| Keyword(2) | Activity Recognition |
| Keyword(3) | Machine Learning |
| 1st Author's Name | Yusuke Yamaura |
| 1st Author's Affiliation | Fuji Xerox Co., Ltd.(Fuji Xerox) |
| 2nd Author's Name | Daisuke Ikeda |
| 2nd Author's Affiliation | Fuji Xerox Co., Ltd.(Fuji Xerox) |
| 3rd Author's Name | Masatsugu Tonoike |
| 3rd Author's Affiliation | Fuji Xerox Co., Ltd.(Fuji Xerox) |
| 4th Author's Name | Yukihiro Tsuboshita |
| 4th Author's Affiliation | Fuji Xerox Co., Ltd.(Fuji Xerox) |
| Date | 2017-08-20 |
| Paper # | HCS2017-51 |
| Volume (vol) | vol.117 |
| Number (no) | HCS-177 |
| Page | pp.pp.25-28(HCS), |
| #Pages | 4 |
| Date of Issue | 2017-08-13 (HCS) |