| Presentation | 2002/3/8 Synthesis Procedure of an Associative Memory with Genetic Algorithm Haruhiro TAKEUCHI, Kenya JIN'NO, Haruo HIROSE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a novel synthesis procedure of an associative memory with genetic algorithm. The associative memory consists with a discrete-time neural network whose connection coefficient takes only two value, that is ±1. In our proposed synthesis procedure, the connection coefficient matrix is regarded as a gene, and the gene is evolved by a genetic algorithm. By using an proposed fitness function that is based on association rate of desired memories from similary input patterns, the genes so that takes high evaluation value is left. Many of previous related works use auto-correlation matrix to store desired memories. Our synthesis procedure does not use auto-correlation matrix as the connection matrix. but this system generate the connection matrix resembled correlation matrix. In this article, we consider the relationship between the generated matrix and the auto-correlation matrix. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | associative memory / genetic algorithm / neural networks / correlation matrix / fitness function |
| Paper # | NLP2001-101 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2002/3/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Synthesis Procedure of an Associative Memory with Genetic Algorithm |
| Sub Title (in English) | |
| Keyword(1) | associative memory |
| Keyword(2) | genetic algorithm |
| Keyword(3) | neural networks |
| Keyword(4) | correlation matrix |
| Keyword(5) | fitness function |
| 1st Author's Name | Haruhiro TAKEUCHI |
| 1st Author's Affiliation | Department of Electrical and Electronics Engineering, Nippon Institute of Technology() |
| 2nd Author's Name | Kenya JIN'NO |
| 2nd Author's Affiliation | Department of Electrical and Electronics Engineering, Nippon Institute of Technology |
| 3rd Author's Name | Haruo HIROSE |
| 3rd Author's Affiliation | Department of Electrical and Electronics Engineering, Nippon Institute of Technology |
| Date | 2002/3/8 |
| Paper # | NLP2001-101 |
| Volume (vol) | vol.101 |
| Number (no) | 723 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |