| Presentation | 2017-01-27 Complex tensor data analysis by tensor SOM network and information propagation in the network Yuki Toshima, Tetsuo Furukawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Multimode data (relational data) is generally expressed as a tensor. In the analysis of tensor data, not only analysis of individual modes but also relations between modes need to be analyzed. In actual data analysis, it is often the case that multiple tensor datasets are combined by sharing some modes to form a larger data complexe. In this case, inter-mode analysis across multiple tensor datasets is also required, making analysis more difficult. The purpose of this research is to develop a visualization method to grasp the overall image of complex tensor data. In this research, we constructed a Tensor SOM Network that combines multiple Tensor SOMs, and further we developed a information propagation method for the inter-mode visualization belonging to different tensor data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Tensor SOM / tensor analysis / data visualization |
| Paper # | NC2016-62 |
| Date of Issue | 2017-01-19 (NC) |
| Conference Information | |
| Committee | NC / NLP |
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| Conference Date | 2017/1/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kitakyushu Foundation for the Advanement of Ind. Sci. and Tech. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Implementation of Neuro Computing,Analysis and Modeling of Human Science, etc |
| Chair | Shigeo Sato(Tohoku Univ.) / Hisato Fujisaka(Hiroshima City Univ.) |
| Vice Chair | Masafumi Hagiwara(Keio Univ.) / Masaharu Adachi(Tokyo Denki Univ.) |
| Secretary | Masafumi Hagiwara(Kyoto Sangyo Univ.) / Masaharu Adachi(Tokyo Inst. of Tech.) |
| Assistant | Hisanao Akima(Tohoku Univ.) / Yoshihisa Shinozawa(Keio Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) / Toshihiro Tachibana(Shonan Inst. of Tech.) |
| 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) | Complex tensor data analysis by tensor SOM network and information propagation in the network |
| Sub Title (in English) | |
| Keyword(1) | Tensor SOM |
| Keyword(2) | tensor analysis |
| Keyword(3) | data visualization |
| 1st Author's Name | Yuki Toshima |
| 1st Author's Affiliation | Kyushu Institute of technology(kyutech) |
| 2nd Author's Name | Tetsuo Furukawa |
| 2nd Author's Affiliation | Kyushu Institute of technology(kyutech) |
| Date | 2017-01-27 |
| Paper # | NC2016-62 |
| Volume (vol) | vol.116 |
| Number (no) | NC-424 |
| Page | pp.pp.83-88(NC), |
| #Pages | 6 |
| Date of Issue | 2017-01-19 (NC) |