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Heterogeneous multigranulation fuzzy rough set-based multiple attribute group decision making with heterogeneous preference information

机译:异构偏好信息的异构多粒度模糊粗糙集多属性群决策

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摘要

This study proposes a heterogeneous attribute multigranulation fuzzy rough set approach to the problem of multiple attribute group decision-making (MAGDM) under uncertainty. We first present the definition of heterogeneous attribute multi-source information systems and then construct the heterogeneous multigranulation approximation space using the arbitrary binary relation classes generated by different categories attribute. We then give the rough approximation of a fuzzy decision-making object with respect to heterogeneous multigranulation approximation space, i.e., the heterogeneous attribute multigranulation fuzzy rough set model over multi-source information system. Meanwhile, we investigate some interesting properties and conclusions for the proposed new model and also discuss the interrelationship between the proposed heterogeneous attribute multigranulation fuzzy rough set model and the existing generalized rough set models. After that, we construct a new approach to MAGDM problems based on heterogeneous attribute multigranulation fuzzy rough set theory. The decision-making procedure and the methodology as well as the algorithm of the proposed method are given and a detailed comparison of the traditional methods to MAGDM problems illustrates the advantages and limitations. Finally, an example of handling MAGDM problem of evaluation of emergency plans for unconventional emergency events illustrates this approach.
机译:针对不确定性下的多属性群决策问题,该研究提出了一种异构属性多粒度模糊粗糙集方法。我们首先提出异构属性多源信息系统的定义,然后使用由不同类别属性生成的任意二元关系类构造异构多粒度近似空间。然后,我们针对异构多粒度近似空间给出了模糊决策对象的粗略近似,即多源信息系统上的异构属性多粒度模糊粗糙集模型。同时,我们研究了提出的新模型的一些有趣的性质和结论,并讨论了提出的异构属性多粒度模糊粗糙集模型与现有的广义粗糙集模型之间的相互关系。之后,我们基于异构属性多粒度模糊粗糙集理论构建了一种新的MAGDM问题求解方法。给出了该方法的决策程序,方法和算法,并对传统方法对MAGDM问题进行了详细的比较,说明了其优点和局限性。最后,处理非常规紧急事件应急计划评估的MAGDM问题的示例说明了此方法。

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