Some models to manage additive consistency and derive priority weights from hesitant fuzzy preference relations

一致性(知识库) 偏爱 数学优化 模糊逻辑 线性规划 数学 计算机科学 理性 顺序一致性 决策者 基质(化学分析) 模糊集 加性模型 算法 数据挖掘 过程(计算) 目标规划 群体决策 弱一致性 扩展(谓词逻辑) 因果一致性
作者
Yejun Xu,Weijia Dai,Jing Huang,Mengqi Li,Enrique Herrera‐Viedma
出处
期刊:Information Sciences [Elsevier BV]
卷期号:586: 450-467 被引量:35
标识
DOI:10.1016/j.ins.2021.12.002
摘要

Consistency has a crucial influence on the rationality of preference information and even the final decision result. This paper presents two new definitions of additive consistency for hesitant fuzzy preference relations (HFPRs): completely additive consistency (CAC) and weakly additive consistency (WAC). To verify the CAC or WAC of HFPRs, some linear programming models and 0–1 mixed programming models are developed. The methods consider all the information given by the decision maker without changing the length of hesitant fuzzy elements (HFEs). Accordingly, a method of modifying an inconsistent HFPR into an additively consistent HFPR is proposed. The deviation between the original complementary matrix and the modified one is minimal. Then, several linear programming models are developed to obtain priority weights from an HFPR. From these, an integrated algorithm is designed to illustrate the process of consistency test, inconsistency modification and weights derivation for HFPRs. The proposed methods are also extended to deal with WAC and CAC of incomplete HFPRs. Finally, three numerical examples and comparative analysis are presented to illustrate the feasibility and effectiveness of the proposed method.
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