| Presentation | 1998/3/20 Designing Neural Networks Using Neuron-Based Genetic Algorithms Tomomi Yoshimura, Takashi Nagano, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Network structure and learning parameters affect network's performance. Recently, some studies on the problem were reported which used Genetic Algorithm's wide search capability. But these studies have a weak point in that these genetic processes are connection base. There is some possibility that neurons lose necessary input-connections at the next generation. And at the genetic process of making the next generation, neurons that have no input or output connections may occur sometimes. These neurons are fatal neurons and become a reason for fatal gene. Therefore, we propose a way of designing neural network structure using neuron-based genetic algorithm. This system is expected to evade the above problem. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Designing Network Structure / Genetic Algorithm / Learning Parameter |
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| Committee | NC |
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| Conference Date | 1998/3/20(1days) |
| Place (in Japanese) | (See Japanese page) |
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| 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) | Designing Neural Networks Using Neuron-Based Genetic Algorithms |
| Sub Title (in English) | |
| Keyword(1) | Designing Network Structure |
| Keyword(2) | Genetic Algorithm |
| Keyword(3) | Learning Parameter |
| 1st Author's Name | Tomomi Yoshimura |
| 1st Author's Affiliation | Department of Industrial and System Engineering, College of Engineering, Hosei University() |
| 2nd Author's Name | Takashi Nagano |
| 2nd Author's Affiliation | Department of Industrial and System Engineering, College of Engineering, Hosei University |
| Date | 1998/3/20 |
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| Volume (vol) | vol.97 |
| Number (no) | 624 |
| Page | pp.pp.- |
| #Pages | 8 |
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