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A Novel Intelligent Multi-attribute Three-Way Group Sorting Method Based on Dempster-Shafer Theory

机译:基于Dempster-Shafer理论的新型智能多属性三向群排序方法

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摘要

Multi-attribute group sorting (MAGS) has become a popular subject in multi-attribute decision making fields. The optimization preference disaggregation method and the outranking relation method are frequently used to solve this kind of problems. However, when faced with a MAGS with more attributes and alternatives, these methods show their limitations such as the intensive computations and the difficulty to determine the necessary parameters. To overcome these limitations, we here propose an intelligent three-way group sorting method based on Dempster-Shafer theory for obtaining a more credible sorting result. In the proposed method, decision evidences are constructed by computing the fuzzy memberships of an alternative belonging to the decision classes; the famous Dempster combination approach is further used to aggregate these evidences for making the final group sorting. In the end, a simulation example is employed to show the effectiveness of the new method.
机译:多属性组排序(MAGS)已成为多属性决策领域中的热门主题。优化偏好分解方法和排序关系方法经常用于解决此类问题。但是,当面对具有更多属性和替代方案的MAGS时,这些方法显示出其局限性,例如密集的计算和确定必要参数的难度。为了克服这些局限性,我们在这里提出一种基于Dempster-Shafer理论的智能三路分组排序方法,以获得更可靠的排序结果。在该方法中,通过计算属于决策类的备选方案的模糊隶属度来构造决策证据。著名的Dempster组合方法进一步用于汇总这些证据,以进行最终的分组排序。最后,通过仿真实例验证了该方法的有效性。

著录项

  • 来源
  • 会议地点 Shanghai(CN))
  • 作者

    Baoli Wang; Jiye Liang;

  • 作者单位

    Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of Education, School of Computer and Information Technology of Shanxi University, Taiyuan 030006, China,Department of Applied Mathematics, Yuncheng University, Yuncheng 044000, China;

    Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of Education, School of Computer and Information Technology of Shanxi University, Taiyuan 030006, China;

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

    Three-way decision; Dempster-Shafer theory; Fuzzy preference relation; Evidence combination; Group sorting;

    机译:三路决策; Dempster-Shafer理论;模糊偏好关系;证据组合;分组排序;

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