| Presentation | 2021-01-21 Unsupervised Kernel Regression with Landmarks for Large Relational Data Shuhei Takano, Ryo Tsuno, Kazuki Noguchi, Kazuki Miyazaki, Tetsuo Furukawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The aim of this work is to develop a nonlinear modeling method of large-scale relational data． For this purpose, we extended the unsupervised kernel regression for relational data. Furthermore, we made the sparse approximation by introducing landmark points into the latent spaces. As a result, we achieved a linear computational order to the data size. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Relational data analysis / Interactive Visualization / Rarge data / Visual Analytics |
| Paper # | NC2020-32 |
| Date of Issue | 2021-01-14 (NC) |
| Conference Information | |
| Committee | NC / NLP |
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| Conference Date | 2021/1/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | NC，NLP |
| Chair | Kazuyuki Samejima(Tamagawa Univ) / Kiyohisa Natsume(Kyushu Inst. of Tech.) |
| Vice Chair | Rieko Osu(Waseda Univ.) / Takuji Kosaka(Chukyo Univ.) |
| Secretary | Rieko Osu(NTT) / Takuji Kosaka(ATR) |
| Assistant | Ken Takiyama(TUAT) / Nobuhiko Wagatsuma(Toho Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Hideyuki Kato(Oita Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Unsupervised Kernel Regression with Landmarks for Large Relational Data |
| Sub Title (in English) | Toward Visual Analytics Method for Complex Relational Data |
| Keyword(1) | Relational data analysis |
| Keyword(2) | Interactive Visualization |
| Keyword(3) | Rarge data |
| Keyword(4) | Visual Analytics |
| 1st Author's Name | Shuhei Takano |
| 1st Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 2nd Author's Name | Ryo Tsuno |
| 2nd Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 3rd Author's Name | Kazuki Noguchi |
| 3rd Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 4th Author's Name | Kazuki Miyazaki |
| 4th Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 5th Author's Name | Tetsuo Furukawa |
| 5th Author's Affiliation | Kyushu Institute of Technology(KIT) |
| Date | 2021-01-21 |
| Paper # | NC2020-32 |
| Volume (vol) | vol.120 |
| Number (no) | NC-331 |
| Page | pp.pp.1-6(NC), |
| #Pages | 6 |
| Date of Issue | 2021-01-14 (NC) |