| Presentation | 2002/8/16 Implementation of Asynchronous Graded Sta.te Machines through Learning Akihisa TSUDA, Takanobu NAGANO, Shinobu MIWA, Tomoaki TSUMURA, Masahiro GOSHIMA, Shinji TOMITA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recurrent Neural Networks can handle time series information, and are classified as powerful machine: GSM. But it is difficult to lead RNNs to have continuous states and continuous transition through learning. We proposed the way to build GSM on RNN through learning based on BPTT. We implemented a modulo counter on RNN, which recognize continuous input signal. We add an output-input edge with transmission delay to RNN. And we apply EBPTT to time continuous RNN by declining to define teacher signals for particular terms. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Recurrent neural network / time series information / GSM / Learning / BPTT |
| Paper # | CPSY2002-50 |
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| Committee | CPSY |
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| Conference Date | 2002/8/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Computer Systems (CPSY) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Implementation of Asynchronous Graded Sta.te Machines through Learning |
| Sub Title (in English) | |
| Keyword(1) | Recurrent neural network |
| Keyword(2) | time series information |
| Keyword(3) | GSM |
| Keyword(4) | Learning |
| Keyword(5) | BPTT |
| 1st Author's Name | Akihisa TSUDA |
| 1st Author's Affiliation | Grad. School of Informatics Kyoto Univ.() |
| 2nd Author's Name | Takanobu NAGANO |
| 2nd Author's Affiliation | Grad. School of Informatics Kyoto Univ. |
| 3rd Author's Name | Shinobu MIWA |
| 3rd Author's Affiliation | Grad. School of Informatics Kyoto Univ. |
| 4th Author's Name | Tomoaki TSUMURA |
| 4th Author's Affiliation | Grad. School of Economics Kyoto Univ. |
| 5th Author's Name | Masahiro GOSHIMA |
| 5th Author's Affiliation | Grad. School of Informatics Kyoto Univ. |
| 6th Author's Name | Shinji TOMITA |
| 6th Author's Affiliation | Grad. School of Informatics Kyoto Univ. |
| Date | 2002/8/16 |
| Paper # | CPSY2002-50 |
| Volume (vol) | vol.102 |
| Number (no) | 276 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |