| Presentation | 2018-01-19 Machine learning-based throughput prediction using communication quality in mobile networks Bo Wei, Kenji Kanai, Wataru Kawakami, Jiro Katto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Throughput prediction contributes a lot to bitrate control technique, to improve user experience of video streaming. Existing method did not take various scenarios of user movement pattern into consideration in mobile networks. To bridge this gap, we put forward a throughput prediction model in this paper. The model first identifies the user movement pattern, then predicts throughput using communication quality data in the specific scenario with machine learning for mobile networks. Field experiment results indicate the method can predict throughput effectively in various scenarios. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Throughput prediction / Communication quality / Machine learning / Mobile networks |
| Paper # | MoNA2017-53 |
| 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 |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Machine learning-based throughput prediction using communication quality in mobile networks |
| Sub Title (in English) | |
| Keyword(1) | Throughput prediction |
| Keyword(2) | Communication quality |
| Keyword(3) | Machine learning |
| Keyword(4) | Mobile networks |
| 1st Author's Name | Bo Wei |
| 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 | Wataru Kawakami |
| 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 # | MoNA2017-53 |
| Volume (vol) | vol.117 |
| Number (no) | MoNA-390 |
| Page | pp.pp.69-72(MoNA), |
| #Pages | 4 |
| Date of Issue | 2018-01-11 (MoNA) |