| Presentation | 2018-01-19 Accuracy Evaluations of Human Transportation Modes Recognition Using Communication Quality 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 introduce a recognition method using communication quality factors in order to identify the transportation modes without additional sensor devices. In the proposed method, instead of the typical smartphone sensors, we collect mobile throughputs, Received Signal Strength Indicators (RSSIs) and cellular base station IDs (Cell IDs) in five general transportation modes (stationary, walking, riding a bicycle, a bus and a train) and train the classifiers by applying SVM (Support Vector Machine), k-Nearest Neighbor (k - NN) and Random Forest (RF). Results conclude that these transportation modes can be identified with high accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Mobile sensing / Communication quality / Transportation modes recognition / Machine learning / QoS improvemnet |
| Paper # | MoNA2017-58 |
| Date of Issue | 2018-01-11 (MoNA) |
| Conference Information | |
| Committee | MoNA |
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| Conference Date | 2018/1/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Campus Plaza Kyoto |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mobile Network, Application of Machine Learning, Mobile Data, etc. |
| Chair | Ryoichi Shinkuma(Kyoto Univ.) |
| Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) |
| Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NTT) |
| Assistant | Takayuki Nishio(Kyoto Univ.) / Takato Saito(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Mobile Network and Applications |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Accuracy Evaluations of Human Transportation Modes Recognition Using Communication Quality |
| Sub Title (in English) | |
| Keyword(1) | Mobile sensing |
| Keyword(2) | Communication quality |
| Keyword(3) | Transportation modes recognition |
| Keyword(4) | Machine learning |
| Keyword(5) | QoS improvemnet |
| 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 | 2018-01-19 |
| Paper # | MoNA2017-58 |
| Volume (vol) | vol.117 |
| Number (no) | MoNA-390 |
| Page | pp.pp.93-98(MoNA), |
| #Pages | 6 |
| Date of Issue | 2018-01-11 (MoNA) |