Presentation | 2013-07-20 Individual visualization of lifestyle pattern by SOM^2 with class estimation Hideaki ISHIBASHI, Toru IWASAKI, Keiichi HORIO, Hideyuki NAMBA, Tetsuo FURUKAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | To decrease the risk of lifestyle-related deseases, it is important to recognize the life pattern such as exercise and sleep, and to improve it by oneself. For the purpose, life pattern visualization of each person is expected to be effective way to feedback. The aim of this work is to develop an SOM-based algorithm visualizaing the individual life pattern condition. With focused on the relation between the controllable factors an the constraint factors, we developed a higher-rank of SOM with class estimation. Furthermore we introduced a metrics learning to the SOM, so that the metrices of both factors become closer. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Self-Organizing Map / SOM / SOM^2 with class estimation / metrics learning / lifestyle pattern analysis / behavior modification |
Paper # | NC2013-20 |
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Committee | NC |
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Conference Date | 2013/7/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Individual visualization of lifestyle pattern by SOM^2 with class estimation |
Sub Title (in English) | |
Keyword(1) | Self-Organizing Map |
Keyword(2) | SOM |
Keyword(3) | SOM^2 with class estimation |
Keyword(4) | metrics learning |
Keyword(5) | lifestyle pattern analysis |
Keyword(6) | behavior modification |
1st Author's Name | Hideaki ISHIBASHI |
1st Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology() |
2nd Author's Name | Toru IWASAKI |
2nd Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology |
3rd Author's Name | Keiichi HORIO |
3rd Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology |
4th Author's Name | Hideyuki NAMBA |
4th Author's Affiliation | Faculty of Human Ecology, Exercise Pysiology Lab Wayo Women's University |
5th Author's Name | Tetsuo FURUKAWA |
5th Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology |
Date | 2013-07-20 |
Paper # | NC2013-20 |
Volume (vol) | vol.113 |
Number (no) | 148 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |