| Presentation | 2002/5/13 Statistical Property of a Boltzmann Machine with Nonmonotonic Neurons Takuya HAGA, Fumihiko ISHIDA, Mitsunaga KINJO, Shigeo SATO, Koji NAKAJIMA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is known that nonmonotonic neurons improve their learning performance in a deterministic Boltzmann machine. But there have not been enough theoretical analyses about the optimum learning algorithm and threshold for nonmonotonic neurons. To study them, we investigate a property of statistical mechanics of the Boltzmann machine with nonmonotonic neurons, because the learning algorithm is derived from statistical property. Computer simulations show that the energy distribution at equilibrium states is given by the Boltzmann distribution also with nonmonotonic neurons. From these results, we show a possibility of obtaining the optimum threshold for nonmonotonic neurons. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural network / Boltzmann machines / Nonmonotonic neuron / Learning / Boltzmann distribution |
| Paper # | NLP2002-2 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2002/5/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Statistical Property of a Boltzmann Machine with Nonmonotonic Neurons |
| Sub Title (in English) | |
| Keyword(1) | Neural network |
| Keyword(2) | Boltzmann machines |
| Keyword(3) | Nonmonotonic neuron |
| Keyword(4) | Learning |
| Keyword(5) | Boltzmann distribution |
| 1st Author's Name | Takuya HAGA |
| 1st Author's Affiliation | Research Institute of Electrical Communication, Tohoku University Laboratory for Electronic Intelligent Systems, Research Institute of Electrical Communication, Tohoku University() |
| 2nd Author's Name | Fumihiko ISHIDA |
| 2nd Author's Affiliation | Research Institute of Electrical Communication, Tohoku University Laboratory for Electronic Intelligent Systems, Research Institute of Electrical Communication, Tohoku University |
| 3rd Author's Name | Mitsunaga KINJO |
| 3rd Author's Affiliation | Research Institute of Electrical Communication, Tohoku University Laboratory for Electronic Intelligent Systems, Research Institute of Electrical Communication, Tohoku University |
| 4th Author's Name | Shigeo SATO |
| 4th Author's Affiliation | Research Institute of Electrical Communication, Tohoku University Laboratory for Electronic Intelligent Systems, Research Institute of Electrical Communication, Tohoku University |
| 5th Author's Name | Koji NAKAJIMA |
| 5th Author's Affiliation | Research Institute of Electrical Communication, Tohoku University Laboratory for Electronic Intelligent Systems, Research Institute of Electrical Communication, Tohoku University |
| Date | 2002/5/13 |
| Paper # | NLP2002-2 |
| Volume (vol) | vol.102 |
| Number (no) | 68 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |