| Presentation | 2017-07-28 Human Moving Pattern Recognition Based on Communication Quality Using Mobile Sensing and Machine Learning Wataru Kawakami, Kenji Kanai, Wei Bo, Jiro Katto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we recognized human moving patterns based on communication quality, such as cellular download throughputs, Received Signal Strength Indicators (RSSIs) and cellular base station IDs. To construct classifier, we apply three machine learning algorithms, such as Support Vector Machine (SVM), K-Nearest Neighbor (KNN) and Random Forest (RF). Evaluation results conclude that the communication quality, especially cellular base station IDs, contribute to recognition of moving patterns with high accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Human activity recognition / Mobile sensing / Communication quality / Machine learning |
| Paper # | CS2017-34 |
| Date of Issue | 2017-07-20 (CS) |
| Conference Information | |
| Committee | CS |
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| Conference Date | 2017/7/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Fukue Bunka Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Next generation networks, access network, broadband access system, power-line communications, wireless communication systems, coding system, etc. |
| Chair | Tetsuya Yokotani(Kanazawa Inst. of Tech.) |
| Vice Chair | Hidenori Nakazato(Waseda Univ.) |
| Secretary | Hidenori Nakazato(Kyushu Univ.) |
| Assistant | Kenji Kanai(Waseda Univ.) / Kazutaka Hara(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Human Moving Pattern Recognition Based on Communication Quality Using Mobile Sensing and Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | Human activity recognition |
| Keyword(2) | Mobile sensing |
| Keyword(3) | Communication quality |
| Keyword(4) | Machine learning |
| 1st Author's Name | Wataru Kawakami |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Kenji Kanai |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| 3rd Author's Name | Wei Bo |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| 4th Author's Name | Jiro Katto |
| 4th Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2017-07-28 |
| Paper # | CS2017-34 |
| Volume (vol) | vol.117 |
| Number (no) | CS-156 |
| Page | pp.pp.111-116(CS), |
| #Pages | 6 |
| Date of Issue | 2017-07-20 (CS) |