Stochastic analysis of schema distribution in a multiplicative landscape

Stochastic analysis of schema distribution in a multiplicative landscape
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乘法景观中模式分布的随机分析

DOI:
10.1007/s10015-006-0409-5
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发表时间:
2007
影响因子:
0.9
通讯作者:
Takao Ito
Takao Ito
中科院分区:
--
文献类型:
--
作者:
Hiroshi Furutani;Susumu Katayama;M. Sakamoto;Takao Ito

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在这项研究中,我们研究了遗传漂变对遗传算法在乘法景观上的性能的影响。我们对一阶图式的频率进行了理论研究,并使用Wright-Fisher模型计算了它们随时间的变化。我们证明了这个数学理论合理地预测了各种量,包括一阶图式的最终分布。
In this study, we investigated the influence of genetic drift on the performance of a genetic algorithm on the multiplicative landscape. We performed a theoretical investigation of the frequencies of the first-order schemata, and calculated their changes in time by using the Wright–Fisher model. We showed that this mathematical theory reasonably predicts various quantities, including the ultimate distribution of the first-order schemata.