| Presentation | 2003/7/21 Statistical Behavior of Learning Error of Layered Neural Network Masashi KITAHARA, Taichi HAYASAKA, Shiro USUI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper compares statistical properties of regression models between sigmoidal and Heaviside basis functions, taking notice to least squared errors. Then, we use a Heaviside basis function with ramp function, and show that this function has similar statistical properties with the sigmoidal and Heaviside basis functions. These observations suggest the similarities in statistical properties between sigmodial and Heaviside basis functions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Regression model / Layered neural network / Least squared error / Tail probability / Tube method |
| Paper # | NC2003-25 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2003/7/21(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) | Statistical Behavior of Learning Error of Layered Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Regression model |
| Keyword(2) | Layered neural network |
| Keyword(3) | Least squared error |
| Keyword(4) | Tail probability |
| Keyword(5) | Tube method |
| 1st Author's Name | Masashi KITAHARA |
| 1st Author's Affiliation | Department of Information and Computer Sciences, Toyohashi University of Technology() |
| 2nd Author's Name | Taichi HAYASAKA |
| 2nd Author's Affiliation | Department of Information and Computer Engineering, Toyota national College of Technology |
| 3rd Author's Name | Shiro USUI |
| 3rd Author's Affiliation | Brain Science Institute, RIKEN |
| Date | 2003/7/21 |
| Paper # | NC2003-25 |
| Volume (vol) | vol.103 |
| Number (no) | 227 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |