| Presentation | 1997/3/17 The Leaning Ability of DBM with Quantized Synapses Souichi Shibata, Shigeo Sato, Koji Nakajima, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we report a study on learning ability of DBM with quantized synapses in view of using analog memories for neurochips. We focused on XOR problem with a 2-2-1 DBM. Numerical simulations was done with a proper annealing schedule which was same as in case of using continuos synapses. Results show that the learning ability depends on how its synaptic weight is quantized and 10～11bit resolution of a quantized synaptic weight is required for successful learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | analog memory / neurochip / DBM / quantized synapse |
| Paper # | NC96-131 |
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| Committee | NC |
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| Conference Date | 1997/3/17(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) | The Leaning Ability of DBM with Quantized Synapses |
| Sub Title (in English) | |
| Keyword(1) | analog memory |
| Keyword(2) | neurochip |
| Keyword(3) | DBM |
| Keyword(4) | quantized synapse |
| 1st Author's Name | Souichi Shibata |
| 1st Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ.() |
| 2nd Author's Name | Shigeo Sato |
| 2nd Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ. |
| 3rd Author's Name | Koji Nakajima |
| 3rd Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ. |
| Date | 1997/3/17 |
| Paper # | NC96-131 |
| Volume (vol) | vol.96 |
| Number (no) | 583 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |