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The extended VIKOR method for multi-attribute group decision making with triangular intuitionistic fuzzy numbers

机译:三角直觉模糊数的多属性群决策的扩展VIKOR方法

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摘要

Triangular intuitionistic fuzzy numbers (TIFNs) are a special intuitionistic fuzzy set (IFS) on a real number set, which are very useful for decision makers (DMs) to depict their fuzzy preference information. In this work, we investigate multiple attribute group decision-making (MAGDM) problems in which the ratings of alternatives are expressed with TIFNs, and the weights of the attributes and DMs are completely unknown. Firstly, the crisp weighted possibility mean of TIFNs is defined, and the Hamming distance and Euclidean distance for TIFNs are defined based on Hausdorff distance. The triangular intuitionistic fuzzy weighted average (TIF-WA) operator is developed. Then, the weights of attributes are calculated by applying Shannon entropy measure and the weights of DMs are determined objectively combining the evidence theory with Bayes approximation. The individual decision matrixes for all DMs are aggregated into the group decision matrix by using the TIF-WA operator. Thereby, the classic Vlsekriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method is extended for solving the MAGDM with TIFNs. Finally, the ranking order of alternative is given according to the closeness of alternative with respect to the ideal solution. The personnel selection example verifies the effectiveness of the proposed method.
机译:三角直觉模糊数(TIFN)是实数集上的特殊直觉模糊集(IFS),对于决策者(DM)描绘其模糊偏好信息非常有用。在这项工作中,我们调查了多个属性组决策(MAGDM)问题,其中备选方案的等级由TIFN表示,而属性和DM的权重完全未知。首先,定义了TIFN的清晰加权可能性均值,并基于Hausdorff距离定义了TIFN的汉明距离和欧几里得距离。开发了三角直觉模糊加权平均(TIF-WA)算子。然后,通过运用香农熵测度来计算属性的权重,并结合证据理论和贝叶斯近似来客观地确定决策模型的权重。通过使用TIF-WA运算符,将所有DM的各个决策矩阵汇总到组决策矩阵中。因此,经典的Vlsekriterijumska Optimizacija I Kompromisno Resenje(VIKOR)方法得到了扩展,可以解决带有TIFN的MAGDM。最后,根据替代方案相对于理想解的接近程度,给出替代方案的排名顺序。人员选择示例验证了所提方法的有效性。

著录项

  • 来源
    《Knowledge-Based Systems》 |2013年第11期|65-77|共13页
  • 作者单位

    College of Information Technology, Jiangxi University of Finance and Economics, Nanchang, Jiangxi 330013, China,Jiangxi Key Laboratory of Data and Knowledge Engineering, Jiangxi University of Finance and Economics, Nanchang, Jiangxi 330013, China;

    College of Information Technology, Jiangxi University of Finance and Economics, Nanchang, Jiangxi 330013, China,Jiangxi Key Laboratory of Data and Knowledge Engineering, Jiangxi University of Finance and Economics, Nanchang, Jiangxi 330013, China;

    College of Statistics, Jiangxi University of Finance and Economics, Nanchang, Jiangxi 330013, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multi-attribute group decision making; Triangular intuitionistic fuzzy numbers; Shannon entropy measure; Evidence theory; VIKOR method;

    机译:多属性小组决策;三角直觉模糊数;香农熵测度;证据理论;VIKOR方法;
  • 入库时间 2022-08-18 02:50:08

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