Implementing bargaining game-based fuzzy cognitive map and mixed-motive games for group decisions in the healthcare supplier selection

被引:7
|
作者
Onari, Mohsen Abbaspour [1 ,2 ,3 ]
Rezaee, Mustafa Jahangoshai [1 ]
机构
[1] Urmia Univ Technol, Fac Ind Engn, Orumiyeh, Iran
[2] Eindhoven Univ Technol, Dept Ind Engn & Innovat Sci, Informat Syst Grp, Eindhoven, Netherlands
[3] Eindhoven Artificial Intelligence Syst Inst, Eindhoven, Netherlands
关键词
Bargaining Game-based Fuzzy Cognitive Map (BG-FCM); Mixed-motive games; Group decision in supplier selection; Healthcare; DATA ENVELOPMENT ANALYSIS; PERFORMANCE EVALUATION; MULTIOBJECTIVE MODEL; CHAIN MANAGEMENT; PARTICLE SWARM; BREAST-CANCER; POWER-PLANTS; MCDM; CRITERIA; ENERGY;
D O I
10.1007/s10462-023-10432-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Evaluating and selecting proper suppliers in the healthcare centers due to their high impact on the financial situation and citizens' satisfaction is vital. The abundance of various criteria affecting the Supplier Selection (SS) problem makes it a decision-making problem. To this end, an approach according to the Bargaining Game-based Fuzzy Cognitive Map (BG-FCM) and mixed-motive games has been proposed for simultaneously modeling the SS complexity and suppliers' competition in the market. First, according to the BG-FCM, the causal relationships between SS criteria have been determined. Then, by implementing Particle Swarm Optimization and the S-shaped transfer function (PSO-STF) and scenario-making, the BG-FCM is executed to extract robust payoffs for suppliers to compete. The competition between suppliers is modeled by mixed-motive games and their robust payoffs to determine their best strategies in the competition. Finally, suppliers compete with each other two by two, and suppliers with the most wins will have higher priority. The proposed approach has been applied in a general hospital to evaluate major suppliers for purchasing necessities. Then, it is compared with two well-known Multi-Criteria Decision Making (MCDM) approaches, showing a better performance in modeling the complexity and competition in the problem. The proposed approach can help the hospital select the most appropriate suppliers according to its preferences and avoid cooperating with inappropriate suppliers, which may cause a low-quality Supply Chain (SC) system or financial calamities.
引用
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页码:11739 / 11772
页数:34
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