| Presentation | 2020-10-22 Shared dataset framework toward applications of machine learning and mathematical optimization for 6G Kazuki Maruta, Yuta Ida, Yafei Hou, Osamu Muta, Hiraku Okada, Toshihiko Nishimura, Eiji Okamoto, Yukitoshi Sanada, Hidekazu Murata, Satoshi Denno, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In the research of applying machine learning and mathematical optimization to problems in wireless communication systems, datasets for training are very important, and an effort to store and release datasets for long term storage has recently started in overseas conferences. On the other hand, if a dataset suitable for research purposes is not available, efforts to create a dataset with wide cooperation are required. This paper presents a conceptual framework for collaborative efforts to create datasets and research using those datasets. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Data set / Machine learning / Mathematical optimization / 6G |
| Paper # | RCS2020-92 |
| Date of Issue | 2020-10-15 (RCS) |
| Conference Information | |
| Committee | RCS |
|---|---|
| Conference Date | 2020/10/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Wireless Communication Schemes, Wireless Communication Systems, Wireless Standards, Future Wireless Systems, etc. |
| Chair | Eiji Okamoto(Nagoya Inst. of Tech.) |
| Vice Chair | Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Tomoya Tandai(Toshiba) |
| Secretary | Fumiaki Maehara(Kyushu Univ.) / Toshihiko Nishimura(NEC) / Tomoya Tandai |
| Assistant | Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Masashi Iwabuchi(NTT) / Tatsuki Okuyama(NTT DOCOMO) |
| Paper Information | |
| Registration To | Technical Committee on Radio Communication Systems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Shared dataset framework toward applications of machine learning and mathematical optimization for 6G |
| Sub Title (in English) | |
| Keyword(1) | Data set |
| Keyword(2) | Machine learning |
| Keyword(3) | Mathematical optimization |
| Keyword(4) | 6G |
| 1st Author's Name | Kazuki Maruta |
| 1st Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech.) |
| 2nd Author's Name | Yuta Ida |
| 2nd Author's Affiliation | Ymaguchi University(Yamaguchi Univ.) |
| 3rd Author's Name | Yafei Hou |
| 3rd Author's Affiliation | Okayama University(Okayama Univ.) |
| 4th Author's Name | Osamu Muta |
| 4th Author's Affiliation | Kyushu University(Kyushu Univ.) |
| 5th Author's Name | Hiraku Okada |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 6th Author's Name | Toshihiko Nishimura |
| 6th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 7th Author's Name | Eiji Okamoto |
| 7th Author's Affiliation | Nagoya Institute of Technology(Nagoya Inst. of Tech.) |
| 8th Author's Name | Yukitoshi Sanada |
| 8th Author's Affiliation | Keio University(Keio Univ.) |
| 9th Author's Name | Hidekazu Murata |
| 9th Author's Affiliation | Kyoto University(Kyoto Univ.) |
| 10th Author's Name | Satoshi Denno |
| 10th Author's Affiliation | Okayama University(Okayama Univ.) |
| Date | 2020-10-22 |
| Paper # | RCS2020-92 |
| Volume (vol) | vol.120 |
| Number (no) | RCS-204 |
| Page | pp.pp.1-6(RCS), |
| #Pages | 6 |
| Date of Issue | 2020-10-15 (RCS) |