| Presentation | 2016-12-12 Visualization and Classification by ElasticSOM Yuto Take, Pitoyo Hartono, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Due to its simplicity, Self-Organizing Maps(SOM) are often utilized to visualize high dimensional data. While SOM is able to preserve the intrinsic topological characteristics of the high dimensional data, unlike Multidimensional Scaling(MDS), it often fails to preserve the inter-distance relations of data. In this study, we propose a visualization algorithm called Elastic SOM, which preserves not only the topological structure of the data but also their distances. Different from the traditional MDS, the proposed algorithm can also be used as a classifier. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Self-Organizing Maps / Multidimensional Scaling Method / Neural Network / Dimension Reduction / Classification |
| Paper # | NLP2016-89 |
| Date of Issue | 2016-12-05 (NLP) |
| Conference Information | |
| Committee | NLP |
|---|---|
| Conference Date | 2016/12/12(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Chukyo Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hisato Fujisaka(Hiroshima City Univ.) |
| Vice Chair | Masaharu Adachi(Tokyo Denki Univ.) |
| Secretary | Masaharu Adachi(Konan Univ.) |
| Assistant | Hiroyuki Asahara(Okayama Univ. of Science) / Toshihiro Tachibana(Shonan Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Visualization and Classification by ElasticSOM |
| Sub Title (in English) | |
| Keyword(1) | Self-Organizing Maps |
| Keyword(2) | Multidimensional Scaling Method |
| Keyword(3) | Neural Network |
| Keyword(4) | Dimension Reduction |
| Keyword(5) | Classification |
| 1st Author's Name | Yuto Take |
| 1st Author's Affiliation | Chukyo University(Chukyo Univ.) |
| 2nd Author's Name | Pitoyo Hartono |
| 2nd Author's Affiliation | Chukyo University(Chukyo Univ.) |
| Date | 2016-12-12 |
| Paper # | NLP2016-89 |
| Volume (vol) | vol.116 |
| Number (no) | NLP-353 |
| Page | pp.pp.27-32(NLP), |
| #Pages | 6 |
| Date of Issue | 2016-12-05 (NLP) |