| Presentation | 2011-12-20 A Study of Pulsed Neuron Model for Learning of the Order Relation Kaname IWASA, Mauricio KUGLER, Susumu KUROYANAGI, Akira IWATA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Pulsed neuron model is suitable for processing time series data, like sound signals, and can be easily implemented in hardware. However, this model recognizes frequency vector pattern in current time, and cannot consider of the order relation in series of input data. In this paper, we propose the learning method for time sequence of input data using pulsed neuron model. The proposed model adds the sets of connection weights to the pulsed neuron model and change them by inner potential value. Therefore, the inner potential when input data has in a specific order. Experimental results showed datasets coreesponding to different order relation, could be successfully identified, a the number of units and size of circuit of the proposed model is smaller than other method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | pulsed neuron model / order relation / set of weights / inner potential |
| Paper # | NC2011-93 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2011/12/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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 Pulsed Neuron Model for Learning of the Order Relation |
| Sub Title (in English) | |
| Keyword(1) | pulsed neuron model |
| Keyword(2) | order relation |
| Keyword(3) | set of weights |
| Keyword(4) | inner potential |
| 1st Author's Name | Kaname IWASA |
| 1st Author's Affiliation | Department of Scienctific and Engineering Simulation, Nagoya Institute of Technology() |
| 2nd Author's Name | Mauricio KUGLER |
| 2nd Author's Affiliation | Department of Scienctific and Engineering Simulation, Nagoya Institute of Technology |
| 3rd Author's Name | Susumu KUROYANAGI |
| 3rd Author's Affiliation | Department of Scienctific and Engineering Simulation, Nagoya Institute of Technology |
| 4th Author's Name | Akira IWATA |
| 4th Author's Affiliation | Department of Scienctific and Engineering Simulation, Nagoya Institute of Technology |
| Date | 2011-12-20 |
| Paper # | NC2011-93 |
| Volume (vol) | vol.111 |
| Number (no) | 368 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |