| Presentation | 1997/2/6 Experimental Study on Applicability of Fluctuation-Driven Learning Rule to Various Tasks Hirotada FURUKAWA, Yoshinori UEMURA, Masahiro KIDOGUCHI, Takahumi OOHORI, Kazuhisa WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Previously we proposed fluctuation-driven learning(FDL) rule for feedforward neural networks. According to the rule without error back-propagating, all connections are modified in parallel. Therefore, the rule is regarded as applicable widely to various tasks by various types of networks. We show experimentally that by changing the error function and learning parameters, FDL rule becomes applicable to the inverse modelling of systems with shifting function, the robot arm controlling by reinforcement learning, the flip-flop circuit tasks, the PSK modulating/demodulating, the swinging-up a pendulum by TD(λ) learning and the oscillating of sinusoidal waveform. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | fluctuation-driven learning rule / inverse model / reinforcement learning / TD(λ) / flip-flop circuit |
| Paper # | NLP96-128,NC96-82 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1997/2/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Chair | |
| 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) | Experimental Study on Applicability of Fluctuation-Driven Learning Rule to Various Tasks |
| Sub Title (in English) | |
| Keyword(1) | fluctuation-driven learning rule |
| Keyword(2) | inverse model |
| Keyword(3) | reinforcement learning |
| Keyword(4) | TD(λ) |
| Keyword(5) | flip-flop circuit |
| 1st Author's Name | Hirotada FURUKAWA |
| 1st Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology() |
| 2nd Author's Name | Yoshinori UEMURA |
| 2nd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| 3rd Author's Name | Masahiro KIDOGUCHI |
| 3rd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| 4th Author's Name | Takahumi OOHORI |
| 4th Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| 5th Author's Name | Kazuhisa WATANABE |
| 5th Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| Date | 1997/2/6 |
| Paper # | NLP96-128,NC96-82 |
| Volume (vol) | vol.96 |
| Number (no) | 511 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |