DS-VIKOR: A New Multi-criteria Decision-Making Method for Supplier Selection
How to select the optimal supplier is an open and important issue in supply chain management, which can be considered as a multi-criteria decision-making (MCDM) problem. The assessment of experts plays a very important role in the process of supplier selection, while their subjective judgment could...
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Published in | International journal of fuzzy systems Vol. 21; no. 1; pp. 157 - 175 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.02.2019
Springer Nature B.V |
Subjects | |
Online Access | Get full text |
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Abstract | How to select the optimal supplier is an open and important issue in supply chain management, which can be considered as a multi-criteria decision-making (MCDM) problem. The assessment of experts plays a very important role in the process of supplier selection, while their subjective judgment could produce unpredictable uncertainty. However, existing methods cannot represent and deal with the uncertainty effectively. Dempster–Shafer evidence theory (D–S theory) is widely used in uncertainty modeling, decision-making and conflicts management due to its advantages of handling uncertain information. The VIKOR method has a great advantage to handle MCDM problems with non-commensurable and even conflicting criteria, and to obtain the compromised optimal solution. In this paper, the DS-VIKOR method is proposed for supplier selection problem, which expends the VIKOR method by D–S theory. In the proposed method, the basic probability assignment is used to denote the assessment of domain experts for alternatives, Deng entropy weight-based method is defined and applied to determine the weights of multi-criteria, and VIKOR method is used to get the final ranking results. A numerical example for supplier selection is conducted to analyze and demonstrate the practicality and effectiveness of the proposed DS-VIKOR method. |
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AbstractList | How to select the optimal supplier is an open and important issue in supply chain management, which can be considered as a multi-criteria decision-making (MCDM) problem. The assessment of experts plays a very important role in the process of supplier selection, while their subjective judgment could produce unpredictable uncertainty. However, existing methods cannot represent and deal with the uncertainty effectively. Dempster–Shafer evidence theory (D–S theory) is widely used in uncertainty modeling, decision-making and conflicts management due to its advantages of handling uncertain information. The VIKOR method has a great advantage to handle MCDM problems with non-commensurable and even conflicting criteria, and to obtain the compromised optimal solution. In this paper, the DS-VIKOR method is proposed for supplier selection problem, which expends the VIKOR method by D–S theory. In the proposed method, the basic probability assignment is used to denote the assessment of domain experts for alternatives, Deng entropy weight-based method is defined and applied to determine the weights of multi-criteria, and VIKOR method is used to get the final ranking results. A numerical example for supplier selection is conducted to analyze and demonstrate the practicality and effectiveness of the proposed DS-VIKOR method. |
Author | Hu, Yong Deng, Yong Fei, Liguo |
Author_xml | – sequence: 1 givenname: Liguo surname: Fei fullname: Fei, Liguo organization: Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China – sequence: 2 givenname: Yong surname: Deng fullname: Deng, Yong email: dengentropy@uestc.edu.cn, prof.deng@hotmail.com organization: Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China – sequence: 3 givenname: Yong surname: Hu fullname: Hu, Yong organization: Big Data Decision Institute, Jinan University |
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SubjectTerms | Algorithms Artificial Intelligence Component and supplier management Computational Intelligence Decision making Decision theory Engineering Entropy Fuzzy sets Management Science Methods Multiple criterion Operations Research Subject specialists Suppliers Supply chain management Supply chains Uncertainty Word sense disambiguation |
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Title | DS-VIKOR: A New Multi-criteria Decision-Making Method for Supplier Selection |
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