| Presentation | 1999/3/19 Hopfield type Neural Network for Optimization Problems with Linear Constraint Mikiya OOTA, Koichiro YAMAUCHI, Naohiro ISHII, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Hopfield type neural networks are usually used to solve optimization problems. Almost all of conventional Hopfield type neural networks change its output vector to minimize a quadratic objective function. Therefore, to solve a constraint optimization problem in the convectional neural network approach, we have to convert the problem into a non-constraint optimization problem using a penalty method. However, the penalty method has a weak point that it has no systematic method to decide penalty parameters. To overcome such drawback, we propose a new method, which is based on the continuous gradient projection method proposed by TANABE. The new method does not need penalty parameters. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield Type Neural Network / Optimization Problem / Karush-Kuhn-Tucker condition / continuous gradient projection method |
| Paper # | NC98-164 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1999/3/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| 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) | Hopfield type Neural Network for Optimization Problems with Linear Constraint |
| Sub Title (in English) | |
| Keyword(1) | Hopfield Type Neural Network |
| Keyword(2) | Optimization Problem |
| Keyword(3) | Karush-Kuhn-Tucker condition |
| Keyword(4) | continuous gradient projection method |
| 1st Author's Name | Mikiya OOTA |
| 1st Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology() |
| 2nd Author's Name | Koichiro YAMAUCHI |
| 2nd Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology |
| 3rd Author's Name | Naohiro ISHII |
| 3rd Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology |
| Date | 1999/3/19 |
| Paper # | NC98-164 |
| Volume (vol) | vol.98 |
| Number (no) | 674 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |