Presentation | 1998/3/19 Selforganizing of C cell in Neocognitoron Kazuya Yoshimoto, Kunihiko Fukushima, Hayaru Shouno, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In the standard neocognitron, synaptic weights between feature extracting cells (S cells) and position invariant cells (C cell) are fixed and unmodifiable. This paper proposes a new learning rule by which the synaptic conection to Csell, as well as conection to Scells, are self-organized. Training paterns are moving line stimuli presented to the retina. In the conventional neocognitron, it was required to prepare in advance the architecture of `cell-plane'for each feature to be extracted. Through the new learning rule, however, the architecture of cell planes can be automatically self-organized in a network. The ability of the new learning rule is demonstrated by computer simulation. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | visual system / Neocognitoron / selforganization / feature extraction / Csell |
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Committee | NC |
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Conference Date | 1998/3/19(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) | Selforganizing of C cell in Neocognitoron |
Sub Title (in English) | |
Keyword(1) | visual system |
Keyword(2) | Neocognitoron |
Keyword(3) | selforganization |
Keyword(4) | feature extraction |
Keyword(5) | Csell |
1st Author's Name | Kazuya Yoshimoto |
1st Author's Affiliation | Department of Biophysical Engineering Faculty of Engineering Science, Osaka University() |
2nd Author's Name | Kunihiko Fukushima |
2nd Author's Affiliation | Department of Biophysical Engineering Faculty of Engineering Science, Osaka University |
3rd Author's Name | Hayaru Shouno |
3rd Author's Affiliation | Department of Biophysical Engineering Faculty of Engineering Science, Osaka University |
Date | 1998/3/19 |
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Volume (vol) | vol.97 |
Number (no) | 623 |
Page | pp.pp.- |
#Pages | 8 |
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