Presentation | 2018-12-06 [Tutorial Lecture] Theory and applications of modular network self-organizing map Kazuhiro Tokunaga, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | A modular network self-organizing map (mnSOM) is an extension and generalization of a Kohonen’s SOM in which each reference unit is replaced to a neural module such as a multi-layer perceptron. In addition, the mnSOM employs a competitive and cooperative learning algorithm of the SOM as the learning algorithm. Thus, the mnSOM generates a map in the function space rather than the vector space. In this paper, the theory and the learning algorithm of the mnSOM are explained. Moreover, the techniques for developing the mnSOM and other extensions are also introduced. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | modular network self-organizing map / self-organizing map / modular network |
Paper # | SIS2018-27 |
Date of Issue | 2018-11-29 (SIS) |
Conference Information | |
Committee | SIS |
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Conference Date | 2018/12/6(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Hagi Civic Center |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Smart Personal Systems, etc. |
Chair | Takayuki Nakachi(NTT) |
Vice Chair | Noriaki Suetake(Yamaguchi Univ.) / Tomoaki Kimura(Kanagawa Inst. of Tech.) |
Secretary | Noriaki Suetake(Kyushu Inst. of Tech.) / Tomoaki Kimura(Tokyo Metropolitan Univ.) |
Assistant | Takanori Koga(National Inst. of Tech. Tokuyama College) / Hideaki Misawa(National Inst. of Tech., Ube College) |
Paper Information | |
Registration To | Technical Committee on Smart Info-Media Systems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Tutorial Lecture] Theory and applications of modular network self-organizing map |
Sub Title (in English) | |
Keyword(1) | modular network self-organizing map |
Keyword(2) | self-organizing map |
Keyword(3) | modular network |
1st Author's Name | Kazuhiro Tokunaga |
1st Author's Affiliation | National Fisheries University(NFU) |
Date | 2018-12-06 |
Paper # | SIS2018-27 |
Volume (vol) | vol.118 |
Number (no) | SIS-346 |
Page | pp.pp.31-36(SIS), |
#Pages | 6 |
Date of Issue | 2018-11-29 (SIS) |