A Novel Interval Type-2 Fuzzy CPT-TODIM Method for Multi-criteria Group Decision Making and Its Application to Credit Risk Assessment in Supply Chain Finance

被引:1
作者
Li, Wen [1 ,2 ]
Wang, Luqi [2 ]
Rehman, Obaid Ur [1 ,2 ]
机构
[1] Lanzhou Univ Finance & Econ, Econ Res Inst Belt & Rd Initiat, Lanzhou 730020, Gansu, Peoples R China
[2] Lanzhou Univ Finance & Econ, Sch Finance, Lanzhou 730020, Peoples R China
关键词
Supply chain finance; Interval type-2 fuzzy sets; Multi-criteria group decision-making; Cumulative prospect theory; TODIM approach; PROSPECT-THEORY; BEST-WORST; OPTIMIZATION; SELECTION; SET;
D O I
10.1007/s40815-024-01759-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The assessment of credit risk in supply chain finance (SCF) stands as a pivotal procedure in facilitating enterprises to identify appropriate financing solutions, reduce financing costs, enhance capital utilization efficiency, and mitigate the risk of debt default. Multi-criteria group decision-making (MCGDM), a systematic evaluation tool, is widely used for the assessment of both qualitative and quantitative criteria. However, the conventional framework of MCGDM exhibits limitations in addressing scenarios characterized by high uncertainty in risk information, disparity in weights among decision-makers (DMs) and criteria, alongside complex and non-linear risk perception. To address these limitations, this paper introduces an analytical model that integrates Interval Type-2 Fuzzy Sets (IT2FSs), Cumulative Prospect Theory (CPT), and the TODIM (an acronym from Portuguese for Interactive and Multicriteria Decision Making) method to evaluate credit risk in SCF. Firstly, the IT2FSs are utilized to represent high uncertainty in risk assessment information of DMs. Secondly, the Dice Similarity is applied to determine the weights of DMs. Then, we seek to improve the Criterion Importance Through Intercriteria Correlation (CRITIC) method by addressing its limitations and further integrating it with the Bayesian Best-Worst Method (BBWM), offering a robust computational framework of integrated weights for criteria. Finally, the CPT-TODIM method based on IT2FSs is applied in a real case from Ping An Bank. Through rigorous sensitivity and comparative analyses conducted within the real-world context of SCF credit risk assessments, the proposed model's theoretical robustness and practical applicability are emphatically validated.
引用
收藏
页码:54 / 76
页数:23
相关论文
共 92 条
[1]   A novel plithogenic TOPSIS- CRITIC model for sustainable supply chain risk management [J].
Abdel-Basset, Mohamed ;
Mohamed, Rehab .
JOURNAL OF CLEANER PRODUCTION, 2020, 247
[2]  
Abdullah Lazim, 2018, Applied Computing and Informatics, V14, P65, DOI 10.1016/j.aci.2017.04.003
[3]   A Multi-attribute Decision-Making to Sustainable Construction Material Selection: A Bayesian BWM-SAW Hybrid Model [J].
Alkan, Ramazan ;
Yucesan, Melih ;
Gul, Muhammet .
ADVANCES IN BEST-WORST METHOD, BWM2021, 2022, :67-78
[4]   Geographically weighted linear combination test for gene-set analysis of a continuous spatial phenotype as applied to intratumor heterogeneity [J].
Amini, Payam ;
Hajihosseini, Morteza ;
Pyne, Saumyadipta ;
Dinu, Irina .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2023, 11
[5]   A Psychometric Approach to the VIKOR Method for Eliciting Subjective Public Assessments [J].
Arslan, Turan .
IEEE ACCESS, 2020, 8 :54100-54109
[6]   Measures for evaluating IT2FSs constructed from data intervals [J].
Baratimehr, Kazem ;
Moosavi, Mohammad Reza ;
Tahayori, Hooman .
APPLIED SOFT COMPUTING, 2023, 136
[7]   Failure analysis of CNC machines due to human errors: An integrated IT2F-MCDM-based FMEA approach [J].
Boral, Soumava ;
Chakraborty, Shankar .
ENGINEERING FAILURE ANALYSIS, 2021, 130
[8]   A hybrid recommendation algorithm adapted in e-learning environments [J].
Chen, Wei ;
Niu, Zhendong ;
Zhao, Xiangyu ;
Li, Yi .
WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2014, 17 (02) :271-284
[9]   Anti-vibration optimization of the key components in a turbo-generator based on heterogeneous axiomatic design [J].
Cheng, Jin ;
Feng, Yixiong ;
Lin, Zhicliang ;
Liu, Zhenyu ;
Tan, Jianrong .
JOURNAL OF CLEANER PRODUCTION, 2017, 141 :1467-1477
[10]   Influence of dynamic capabilities and supply chain finance on supply chain effectiveness in environmental dynamism: a conditional process analysis [J].
Cheng, Jiyang ;
Bi, Gongbing ;
Shahzad, Umer .
OPERATIONS MANAGEMENT RESEARCH, 2024, 17 (01) :307-323