| Presentation | 1997/2/7 A study of figure recognition process of a three-layered neural network learned geometrical feature space Yasunori KATOH, Toshiaki TAKEDA, Takahide MATSUOKA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Using supervised learning, an input-output relation corresponding to feature extraction in 2 dimensional figures could be obtained in a 3 layered neural network. To analyze the mechanism for feature extraction in this network, we studied the reverse projection map of connection weights(RPMCW) from an output neuron upon the input layer. Each PRMCW showed excitatory area coinciding with the shape of feature assigned to the neuron. Strong inhibitory area was found at the position where a segment of different feature lies. Because the feature assigned to the output neuron shares segments with the other features, inhibitory area cffectively rejects the features which have overlapping segment similarly in the lateral inhibition in the brain. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / feature extraction / supervised learning / excitatory area / inhibitory area / lateral inhibition |
| Paper # | NLP96-155,NC96-109 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1997/2/7(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Vice Chair | |
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| Paper Information | |
| 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) | A study of figure recognition process of a three-layered neural network learned geometrical feature space |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | feature extraction |
| Keyword(3) | supervised learning |
| Keyword(4) | excitatory area |
| Keyword(5) | inhibitory area |
| Keyword(6) | lateral inhibition |
| 1st Author's Name | Yasunori KATOH |
| 1st Author's Affiliation | Utsunomiya Univasity() |
| 2nd Author's Name | Toshiaki TAKEDA |
| 2nd Author's Affiliation | Jichi Mdical School, School of Nursing |
| 3rd Author's Name | Takahide MATSUOKA |
| 3rd Author's Affiliation | Utsunomiya Univasity |
| Date | 1997/2/7 |
| Paper # | NLP96-155,NC96-109 |
| Volume (vol) | vol.96 |
| Number (no) | 512 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |