| Presentation | 2015-06-11 An Adaptive Learning Method Based on Distance to Nodes in Self-Organizing Incremental Neural Networks Natsumi Oba, Hidehiro Nakano, Arata Miyauchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The self-organizing incremental neural networks realize the clustering of inputdata by repeating to add and delete nodes. In this article, we propose an adaptive learning method which decidesthe update rule of the nodes based on the distances from the inputdata. Through the numerical experiments, the effectiveness of the proposedmethod is confirmed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Networks / SOINN / pattern recognition |
| Paper # | NLP2015-40,CCS2015-2 |
| Date of Issue | 2015-06-04 (NLP, CCS) |
| Conference Information | |
| Committee | NLP / CCS |
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| Conference Date | 2015/6/11(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Waseda Univerisity |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kenya Jinno(Nippon Inst. of Tech.) / Hiroo Sekiya(Chiba Univ.) |
| Vice Chair | Naoto Fujisaka(Hiroshima City Univ.) / Yasuhiro Tsubo(Ritsumeikan Univ.) / Naoki Wakamiya(Osaka Univ.) |
| Secretary | Naoto Fujisaka(Tokyo Univ. of Science) / Yasuhiro Tsubo(Konan Univ.) / Naoki Wakamiya(Kagawa National College of Tech.) |
| Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) / Takayuki Kimura(Nippon Inst. of Tech.) / Song-Ju Kim(NIMS) / Ryo Takahashi(Kyoto Univ.) / Junnosuke Teramae(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Adaptive Learning Method Based on Distance to Nodes in Self-Organizing Incremental Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Neural Networks |
| Keyword(2) | SOINN |
| Keyword(3) | pattern recognition |
| 1st Author's Name | Natsumi Oba |
| 1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 2nd Author's Name | Hidehiro Nakano |
| 2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 3rd Author's Name | Arata Miyauchi |
| 3rd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2015-06-11 |
| Paper # | NLP2015-40,CCS2015-2 |
| Volume (vol) | vol.115 |
| Number (no) | NLP-77,CCS-78 |
| Page | pp.pp.7-12(NLP), pp.7-12(CCS), |
| #Pages | 6 |
| Date of Issue | 2015-06-04 (NLP, CCS) |