| Presentation | 1994/7/25 An approach to design a Hopfield network for optimization problems Shin Ishii, Kenji Fukumizu, Sumio Watanabe, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A Hopfield network employing a sigmoidal output function moves to lower its free energy.When the network is applied to optimization problems,its ability seriously depends not only on the temperature of the,sigmoidal function but on the network′s ini tial states.In this paper,we propose a technique to determine those conditions according to the bifurcation analysis of an equilibrium of the network.With this technique,the network′s abili ty can be improved,and we don′t need such special mechanisms like ″annealing″. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield network / optimization problem / annealing / free energy |
| Paper # | NC94-26 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/7/25(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) | An approach to design a Hopfield network for optimization problems |
| Sub Title (in English) | |
| Keyword(1) | Hopfield network |
| Keyword(2) | optimization problem |
| Keyword(3) | annealing |
| Keyword(4) | free energy |
| 1st Author's Name | Shin Ishii |
| 1st Author's Affiliation | ATR Human Information Processing Research Laboratories() |
| 2nd Author's Name | Kenji Fukumizu |
| 2nd Author's Affiliation | Rihco Co.,Ltd. |
| 3rd Author's Name | Sumio Watanabe |
| 3rd Author's Affiliation | Ricoh Co.,Ltd. |
| Date | 1994/7/25 |
| Paper # | NC94-26 |
| Volume (vol) | vol.94 |
| Number (no) | 182 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |