| Presentation | 2004-06-21 A new selection method in genetic algorithm(2) : Experiments on De Jong's functions Satoshi SAWATANI, Tetsuaki HIRAHAYA, Yasuko MUNEHISA, Tomo MUNEHISA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a genetic algorithm which uses a new selection method. This method assumes that a operation of genetic algorithm is a Malcov chain, and a stationary distribution obtained becomes a Boltzmann distribution. This convergence to the Boltzmarm distribution guarantrees the optimal solution. Since we cannot keep all states, we have to drop some states. For this purpose we use a on-off probability function to select states., where this function gives us a probability that we drop or leave a state. Thereby, we can obtain the Boltzmann distribution only holding a few states. We verify a validity of our genetic algorithm applying it to De Jong's functions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | GeneticAlgorithm / DeJong's Functions / Optimization / Markov chain |
| Paper # | AI2004-10 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2004/6/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A new selection method in genetic algorithm(2) : Experiments on De Jong's functions |
| Sub Title (in English) | |
| Keyword(1) | GeneticAlgorithm |
| Keyword(2) | DeJong's Functions |
| Keyword(3) | Optimization |
| Keyword(4) | Markov chain |
| 1st Author's Name | Satoshi SAWATANI |
| 1st Author's Affiliation | Faculty of Engineering, Yamanashi University() |
| 2nd Author's Name | Tetsuaki HIRAHAYA |
| 2nd Author's Affiliation | Faculty of Engineering, Yamanashi University |
| 3rd Author's Name | Yasuko MUNEHISA |
| 3rd Author's Affiliation | Faculty of Engineering, Yamanashi University |
| 4th Author's Name | Tomo MUNEHISA |
| 4th Author's Affiliation | Faculty of Engineering, Yamanashi University |
| Date | 2004-06-21 |
| Paper # | AI2004-10 |
| Volume (vol) | vol.104 |
| Number (no) | 133 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |