| Presentation | 2019-04-18 Accuracy Evaluations of Transportation Mode Recognition Based on Communication Quality of Mobile Video Using Transfer Learning Wataru Kawakami, Kenji Kanai, Jiro Katto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, sustainability of high quality mobile services is mandatory because mobile terminals are explosively increasing and mobile application requires sufficient mobile wireless resources. To address this demand, the authors of this paper has proposed a transportation mode recognition method by only using communication quality factors, such as TCP throughput, RSSI and Cell ID. However, our previous research validates estimation accuracy in only limited environments; test data is collected in the same areas where training data is collected. Therefore, in this paper, we collect the test data in the different areas, apply transfer learning to provide efficient training and evaluate the accuracy of transportation mode recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Mobile sensing / Transportation mode recognition / Transfer learning / Deep learning |
| Paper # | CS2019-3 |
| Date of Issue | 2019-04-11 (CS) |
| Conference Information | |
| Committee | CS / CQ |
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| Conference Date | 2019/4/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Univ. Library |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Optical/Wireless Access and Their Integration, QoS and QoE, Assessment / Measurement / Control / Optimization of Communication Quality, Network Services, etc |
| Chair | Hidenori Nakazato(Waseda Univ.) / Takanori Hayashi(Hiroshima Inst. of Tech.) |
| Vice Chair | Jun Terada(NTT) / Hideyuki Shimonishi(NEC) / Jun Okamoto(NTT) |
| Secretary | Jun Terada(NTT) / Hideyuki Shimonishi(Waseda Univ.) / Jun Okamoto(NTT) |
| Assistant | Kazutaka Hara(NTT) / Kentaro Toyoda(Keio Univ.) / Chikara Sasaki(KDDI Research) / Yoshiaki Nishikawa(NEC) / Ryo Yamamoto(UEC) |
| Paper Information | |
| Registration To | Technical Committee on Communication Systems / Technical Committee on Communication Quality |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Accuracy Evaluations of Transportation Mode Recognition Based on Communication Quality of Mobile Video Using Transfer Learning |
| Sub Title (in English) | |
| Keyword(1) | Mobile sensing |
| Keyword(2) | Transportation mode recognition |
| Keyword(3) | Transfer learning |
| Keyword(4) | Deep 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 | Jiro Katto |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2019-04-18 |
| Paper # | CS2019-3 |
| Volume (vol) | vol.119 |
| Number (no) | CS-6 |
| Page | pp.pp.13-18(CS), |
| #Pages | 6 |
| Date of Issue | 2019-04-11 (CS) |