节点文献

基于遗传规划的相关关系预测方法研究

Study on prediction method for related relation based on genetic programming

  • 推荐 CAJ下载
  • PDF下载
  • 不支持迅雷等下载工具,请取消加速工具后下载。

【作者】 狄卫民王梅杰

【Author】 DI Wei-min~1, WANG Mei-jie~2(1. School of Economics and Management, Southwest Jiaotong University, Chengdu 610031, China;2. Department of Environment Engineering, North China Institute of Water Conservancy and Hydroelectric Power, Zhengzhou 450008, China)

【机构】 西南交通大学经济管理学院华北水利水电学院环境工程系 四川成都 610031河南郑州 450008

【摘要】 基于遗传规划的搜索寻优技术,给出了一种经济变量与其解释变量间相关关系的预测方法。该方法避开了统计中假设、变换的影响,可以获得显性预测函数表达式,能够处理回归分析法难以解决的非线性问题,比较适合经济变量间复杂关系的分析研究。计算过程中结合蒙特卡洛优化法改进了遗传规划的初始群体,从而提高了进化的全局收敛速度。同时,计算实例表明了预测结果的合理性。

【Abstract】 According to searching and optimization techniques of Genetic Programming, this paper presents a prediction method for related relation between economic indices and influence factors that needn’t statistical assumption and transformation, can get prediction function, can deal with no-linear problem which is hard to solve with regression method, as well as can be used to analyze complex relation between economic variables. This paper also improves convergence efficiency of Genetic Programming by means of applying Monte Carlo optimization method to generate initial population. A practical example given in this paper shows that the prediction result is feasible.

  • 【分类号】O221.2
  • 【被引频次】9
  • 【下载频次】161
节点文献中: 

本文链接的文献网络图示:

本文的引文网络