Presentation | 2007-01-17 Self-Organizing Map Considering False Neighboring Neuron and its Applications Haruna MATSUSHITA, Yoshifumi NISHIO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In the real world, it is not always true that the next-door house is close to my house, in other words, "neighbors" are not always "true neighbors". In this study, we propose a new Self-Organizing Map (SOM) algorithm which considers the False Neighboring Neuron (called FNN-SOM). The FNN-SOM self-organizes with considering the real neighboring relation. The behavior of FNN-SOM is investigated with learning for various input data. We confirm that we can obtain the more effective map reflecting the distribution state of input data than the conventional SOM. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | self-organizing maps (SOM) / feature extraction / clustering |
Paper # | NLP2006-110 |
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Committee | NLP |
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Conference Date | 2007/1/10(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Nonlinear Problems (NLP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Self-Organizing Map Considering False Neighboring Neuron and its Applications |
Sub Title (in English) | |
Keyword(1) | self-organizing maps (SOM) |
Keyword(2) | feature extraction |
Keyword(3) | clustering |
1st Author's Name | Haruna MATSUSHITA |
1st Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University() |
2nd Author's Name | Yoshifumi NISHIO |
2nd Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University |
Date | 2007-01-17 |
Paper # | NLP2006-110 |
Volume (vol) | vol.106 |
Number (no) | 451 |
Page | pp.pp.- |
#Pages | 4 |
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