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Article type: Research Article
Authors: Gong, Kaixin | Ma, Weimin; * | Ren, Zitong | Wang, Jia
Affiliations: School of Economics and Management, Tongji University, Shanghai, China
Correspondence: [*] Corresponding author. Weimin Ma, School of Economics and Management, Tongji University, Shanghai, 200092, China. E-mail: [email protected].
Abstract: Large-scale group decision-making (LSGDM) issues are increasingly prevalent in modern society across various domains. The preference information has emerged as a widely adopted approach to tackle LSGDM problems. However, a significant challenge lies in facilitating consensus among decision-makers (DMs) with diverse backgrounds while considering their hesitation and psychological behavior. Consequently, there is a pressing need to establish a novel model that enables DMs to evaluate alternatives with heterogeneous preference relations (HPRs). To this end, this research presents a new consensus-building method to address LSGDM problems with HPRs. First, a novel approach for solving collective priority weight is introduced based on cosine similarity and prospect theory. In particular, a new cosine similarity measure is defined for HPRs. Subsequently, a consensus index is provided to gauge the consensus level among DMs by considering their psychological behavior and risk attitudes. Further, a consensus-reaching model is developed to address LSGDM with HPRs. Finally, an instance of supplier selection is presented to demonstrate the practicality and efficacy of the proposed method.
Keywords: Large-scale group decision-making, prospect theory, heterogeneous preference relations, consensus reaching, risk attitudes
DOI: 10.3233/JIFS-231456
Journal: Journal of Intelligent & Fuzzy Systems, vol. 45, no. 6, pp. 11549-11566, 2023
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