基于藤结构pair—copula分解法的分布估计算法 |
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引用本文: | 王位,王筱萍. 基于藤结构pair—copula分解法的分布估计算法[J]. 嘉兴学院学报, 2013, 0(6): 29-34 |
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作者姓名: | 王位 王筱萍 |
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作者单位: | [1]太原科技大学电子信息工程学院,山西太原030024 [2]嘉兴学院商学院,浙江嘉兴314001 |
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基金项目: | 山西省自然科学基金项目(2009011011-3);山西省回国留学人员科研资助项目(2011-078);山西省软科学项目(2011041001-02) |
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摘 要: | 借鉴copula研究中藤结构在高维相关关系上的构建能力,提出了基于藤结构pair—copula分解法的分布估计算法,给出了新算法的模型框架,研究了相应的概率模型的采样算法,并对C藤、D藤两种特殊的藤进行了仿真实验,结果表明,该算法不仅可行,寻优能力也大大提高.
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关 键 词: | 藤 pair—copula分解法 分布估计算法 |
Estimation of Distribution Algorithm Based on Pair-Copula Decomposition Method |
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Affiliation: | WANG Wei , WANG Xiao--ping (1. School of Electronics and Information Engineering,Taiyuan University of Science and Technology, Taiyuan,Shanxi 030024; 2. School of Business, Jiaxing University, Jiaxing, Zhejiang 314001) |
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Abstract: | In this paper, by taking advantage of the ability of vine in high-dimensional correlation construction, a novelty algorithm is proposed, called Estimation Distribution Algorithms based on pair-copula decomposition method (vine-EDAs). The architecture of vine-EDAs is provided, and sampling method of the probability model is discussed, the simulation results based on two different vine, namely C-vine and D-vine, show that the proposed algorithm is not only feasible, but also perform very well. |
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Keywords: | vines pair-copula decomposition method estimation of distribution algorithm |
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