| Presentation | 2007-06-15 Learning of Neural Networks with D ichotomic Random Teacher Signals Yoshifusa Ito, Cidambi Srinivasan, Hiroyuki Izumi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Learning with dichotomic random teacher signals is a hard task for neural networks, because the learning cannot be completed by simply decreasing the distance between the output and teacher signals. The network meets more often the problems of local minima and overlearnings. To overcome this difficulty we have constructed a three layer neural network having hidden-layer units with less degree of freedom. It causes increment in the number of the units but the total number of constants to be trained can be decreased. The neural network is applied to learning of the Bayesian discriminant functions. Its performance was better than that of ordinary neural networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dichotomic random variables / approximation / hidden-layer unit / Bayesian discriminant function / Layered neural netwoks |
| Paper # | NC2007-21 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2007/6/7(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) | Learning of Neural Networks with D ichotomic Random Teacher Signals |
| Sub Title (in English) | |
| Keyword(1) | Dichotomic random variables |
| Keyword(2) | approximation |
| Keyword(3) | hidden-layer unit |
| Keyword(4) | Bayesian discriminant function |
| Keyword(5) | Layered neural netwoks |
| 1st Author's Name | Yoshifusa Ito |
| 1st Author's Affiliation | Department of Information and Policy Studies Aichi-Gakuin University() |
| 2nd Author's Name | Cidambi Srinivasan |
| 2nd Author's Affiliation | Department of Statistics University of Kentucky |
| 3rd Author's Name | Hiroyuki Izumi |
| 3rd Author's Affiliation | Department of Information and Policy Studies Aichi-Gakuin University |
| Date | 2007-06-15 |
| Paper # | NC2007-21 |
| Volume (vol) | vol.107 |
| Number (no) | 92 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |