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遗传算法在数据挖掘中的应用实例分析

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该文主要分析了数据挖掘的有关概念及其数据挖掘的过程,详细阐述了遗传算法的基本思想、步骤及其在数据挖掘中的应用,以遗传算法在旅行商问题中的应用为例,全面分析了遗传算法在数据挖掘中的应用过程及其实现的计算效果,同时对简单的遗传算法在数据挖掘应用中存在的问题进行了讨论.
Evolutionary program applied for data mining
It is a very common engineering application problem to search an global optimum solution of a function.Simple genetic algorithm is a powerful tool to solve these problems.But SGA has the shortcomings in overall situation and convergence speed.Based on the optimization for genetic operator,this paper put forwards a kind of improved genetic algorithm combined with classified selection and directed mutation to solve global optimization problem.The simulation experiments show that the improved algorithm has strong overall situation ability and fast convergence speed.

genetic algorithmsfunction global optimizationgenetic operator optimization

刘长良、赵建英、曲晓平、刘廉隅

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华北电力大学,河北,保定,071003

遗传算法 数据挖掘

2006

仪器仪表学报
中国仪器仪表学会

仪器仪表学报

CSTPCDCSCD北大核心
影响因子:2.372
ISSN:0254-3087
年,卷(期):2006.27(z3)
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