| Presentation | 1994/3/25 A Learning Method of Unknown Mappings by Neural Network with Considering Their Smoothness Yasuhiro Nakai, Yasuaki Kuroe, Takehiro Mori, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a learning method of nonlinear input-output relation of unknown objects by neural network with considering their smoothness.Since in many of real learning problems,not only input-output relations of the object but also their smoothness are geiven as learning data,both the input-output relation and its smoothness should be learned.The adjoint neural networks for the original neural network are introduced in order to derive the efficient algorithm.Proposed method can learn the input-output relation of the object and its smoothness at the same time efficiently.Furthermore,it is shown that by learning smoothness, fewer set of learning data can realize sufficient learning accuracy |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network learning / adjoint neural network / nonlinear mapping / smoothness |
| Paper # | NC93-112 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/3/25(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 Learning Method of Unknown Mappings by Neural Network with Considering Their Smoothness |
| Sub Title (in English) | |
| Keyword(1) | neural network learning |
| Keyword(2) | adjoint neural network |
| Keyword(3) | nonlinear mapping |
| Keyword(4) | smoothness |
| 1st Author's Name | Yasuhiro Nakai |
| 1st Author's Affiliation | Department of Electronics and Information Science,Faculty of Engineering and Design,Kyoto Institute of Technology() |
| 2nd Author's Name | Yasuaki Kuroe |
| 2nd Author's Affiliation | Department of Electronics and Information Science,Faculty of Engineering and Design,Kyoto Institute of Technology |
| 3rd Author's Name | Takehiro Mori |
| 3rd Author's Affiliation | Department of Electronics and Information Science,Faculty of Engineering and Design,Kyoto Institute of Technology |
| Date | 1994/3/25 |
| Paper # | NC93-112 |
| Volume (vol) | vol.93 |
| Number (no) | 537 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |