| Presentation | 1996/3/18 Bayesian Estimation of Parameters of Various Regularizers in the Learning of Neural Networks Kazuhiro Yoshida, Masumi Ishikawa, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A regularizer is often used in the learning of neural networks to avoid over-generalization or over-fitting. It is effective, because it penalizes large connection weights. In most cases, a regularizer of the sum of squared connection weights, called a Gaussian regularizer, is used. It corresponds to the one proposed by Plant and others. One of th difficulties in the use of regularizers is that the determibation of a regularization parameter. The present paper proposes the use of various types of regularizers such as the sum of the absolute values of connection weight, called a Laplace regularizer, which has been used in structural learning with fogetting. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Bayesian estimation / regularization / neural network |
| Paper # | NC-95-122 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1996/3/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| 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) | Bayesian Estimation of Parameters of Various Regularizers in the Learning of Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Bayesian estimation |
| Keyword(2) | regularization |
| Keyword(3) | neural network |
| 1st Author's Name | Kazuhiro Yoshida |
| 1st Author's Affiliation | Faculty of Computer Science and Systems Engineering Kyushu Institute of Technology() |
| 2nd Author's Name | Masumi Ishikawa |
| 2nd Author's Affiliation | Faculty of Computer Science and Systems Engineering Kyushu Institute of Technology |
| Date | 1996/3/18 |
| Paper # | NC-95-122 |
| Volume (vol) | vol.95 |
| Number (no) | 598 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |