Presentation | 1996/5/24 Third Order Hopfield Network Sharply Distinguishing Optimal Solutions of TSP Satoshi Matsuda, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Taking traveling salesman problem as an example of combinatorial optimization problems mapped by quadratic cost function, its mapping on third order Hopfield network is presented where a corner of state hypercube of the network is asymptotically stable if and only if it is an optimal solution. That is, one can always get optimal solution whenever the network converges to a corner. By simulations it is shown that optimal solutions are obtained very frequently. This mapping is possible for many combinatorial optimization problems with quadratic cost function as well as traveling salesman problems. Thus it makes the importance of third order Hopfield networks for combinatorial optimization theoretically clear. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | third oredr Hopfield network / traveling salesman problem / optimal neural representation |
Paper # | NC96-8 |
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Conference Information | |
Committee | NC |
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Conference Date | 1996/5/24(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) | Third Order Hopfield Network Sharply Distinguishing Optimal Solutions of TSP |
Sub Title (in English) | |
Keyword(1) | third oredr Hopfield network |
Keyword(2) | traveling salesman problem |
Keyword(3) | optimal neural representation |
1st Author's Name | Satoshi Matsuda |
1st Author's Affiliation | Computer and Communication Research Center, Tokyo Electric Power Company() |
Date | 1996/5/24 |
Paper # | NC96-8 |
Volume (vol) | vol.96 |
Number (no) | 76 |
Page | pp.pp.- |
#Pages | 8 |
Date of Issue |