| Presentation | 2020-01-24 Visualization of Relational data by Embedding to Direct Product Space Kazuki Miyazaki, Ryuji Watanabe, 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 modeling method of relational data. Relational data is a dataset observed obtained from object pairs belonging to several domains. The task of the proposed method is to embed the objects into the direct product latent spaces, each of which is corresponding to the domain. In this work, we employed the kernel soother to represent the product manifold, and it estimates the latent variables by a non-parametric unsupervised manner. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Relational data analysis / Visualization / Kernel smoother / Product manifold |
| Paper # | NC2019-63 |
| Date of Issue | 2020-01-16 (NC) |
| Conference Information | |
| Committee | NLP / NC |
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| Conference Date | 2020/1/23(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Miyakojima Marine Terminal |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Hayaru Shouno(UEC) |
| Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) / Kazuyuki Samejima(Tamagawa Univ) |
| Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) / Kazuyuki Samejima(Kyushu Inst. of Tech.) |
| Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Visualization of Relational data by Embedding to Direct Product Space |
| Sub Title (in English) | |
| Keyword(1) | Relational data analysis |
| Keyword(2) | Visualization |
| Keyword(3) | Kernel smoother |
| Keyword(4) | Product manifold |
| 1st Author's Name | Kazuki Miyazaki |
| 1st Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| 2nd Author's Name | Ryuji Watanabe |
| 2nd Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| 3rd Author's Name | Tetsuo Furukawa |
| 3rd Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| Date | 2020-01-24 |
| Paper # | NC2019-63 |
| Volume (vol) | vol.119 |
| Number (no) | NC-382 |
| Page | pp.pp.23-26(NC), |
| #Pages | 4 |
| Date of Issue | 2020-01-16 (NC) |