| Presentation | 1993/11/24 A Modified Learning Method for Error Back Propagation Algorithm using the Data of Internal Representation IV : Judgment of local minima using auxiliary output units Shinji Ishida, Fumio Yoshida, Jin-ichi Matsuda, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In an error back propagation method,the network sometimes fails to complete the learning due to local minima and even if the global minimum can be achieved it takes tremendous learning steps. We have been studying a new learning method,in which auxiliary units are installed in output layer and internal representations are used as the teacher′s signals for them,and we are testing lear ning efficiency of our method through computer simulations. Here,we discuss the attraction effect due to auxiliary output units.It is confirmed that,in our method,we can check whether the net is in the local minima or not during learning phase and improve effectively the learning process. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / error back propagation method / internal representation / learning efficiency / local minimum |
| Paper # | NC93-51 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1993/11/24(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | A Modified Learning Method for Error Back Propagation Algorithm using the Data of Internal Representation IV : Judgment of local minima using auxiliary output units |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | error back propagation method |
| Keyword(3) | internal representation |
| Keyword(4) | learning efficiency |
| Keyword(5) | local minimum |
| 1st Author's Name | Shinji Ishida |
| 1st Author's Affiliation | Nagaoka University of Technology() |
| 2nd Author's Name | Fumio Yoshida |
| 2nd Author's Affiliation | Nagaoka University of Technology |
| 3rd Author's Name | Jin-ichi Matsuda |
| 3rd Author's Affiliation | Nagaoka University of Technology |
| Date | 1993/11/24 |
| Paper # | NC93-51 |
| Volume (vol) | vol.93 |
| Number (no) | 341 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |