| Presentation | 1994/3/25 Relations between Sigmoid function′s Polarity and Convergence in B ack Propagetaion Learning Hiromu Gotanda, Yoshihiro Ueda, Takeshi Kawasaki, Nobuyuki Tanaka, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies how the difference of sigmoidal function′s po larity effects the convergence properties of the error back propagation learning.From simulation results,the convergence properties are summarized as follows.First,in the case of large sized networks,the bipolar sigmoid is superior in both convergence ratios and learning speeds to the unipolar one,and gives good convergence for wider range of initial values than the latter.Then, the convergence properties due to the unipolar sigmoid are apt to depend on the learning rate more than those due to the bipolar one. Finally,in the case of small sized networks,the initial values giving good convergence are smaller for the unipolar sigmoid than for the bipolar one. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | multilayer network / error back propagation / polarity of sigmoid functions / convergenvcy |
| Paper # | NC93-115 |
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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) |
| 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) | Relations between Sigmoid function′s Polarity and Convergence in B ack Propagetaion Learning |
| Sub Title (in English) | |
| Keyword(1) | multilayer network |
| Keyword(2) | error back propagation |
| Keyword(3) | polarity of sigmoid functions |
| Keyword(4) | convergenvcy |
| 1st Author's Name | Hiromu Gotanda |
| 1st Author's Affiliation | Faculty of Engineering,in Kyushu,Kinki University() |
| 2nd Author's Name | Yoshihiro Ueda |
| 2nd Author's Affiliation | Faculty of Engineering,in Kyushu,Kinki University |
| 3rd Author's Name | Takeshi Kawasaki |
| 3rd Author's Affiliation | Faculty of Engineering,in Kyushu,Kinki University |
| 4th Author's Name | Nobuyuki Tanaka |
| 4th Author's Affiliation | Faculty of Engineering,in Kyushu,Kinki University |
| Date | 1994/3/25 |
| Paper # | NC93-115 |
| Volume (vol) | vol.93 |
| Number (no) | 537 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |