Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency

偏爱 一致性(知识库) 群体决策 偏好关系 缺少数据 模糊逻辑 操作员(生物学) 财产(哲学) 计算机科学 数学 集合(抽象数据类型) 数据挖掘 人工智能 机器学习 统计 心理学 社会心理学 转录因子 基因 认识论 哲学 抑制因子 化学 程序设计语言 生物化学
作者
Enrique Herrera‐Viedma,Francisco Chiclana,Francisco Herrera,Sergio Alonso
出处
期刊:IEEE transactions on systems, man, and cybernetics [Institute of Electrical and Electronics Engineers]
卷期号:37 (1): 176-189 被引量:578
标识
DOI:10.1109/tsmcb.2006.875872
摘要

In decision-making problems there may be cases in which experts do not have an in-depth knowledge of the problem to be solved. In such cases, experts may not put their opinion forward about certain aspects of the problem, and as a result they may present incomplete preferences, i.e., some preference values may not be given or may be missing. In this paper, we present a new model for group decision making in which experts' preferences can be expressed as incomplete fuzzy preference relations. As part of this decision model, we propose an iterative procedure to estimate the missing information in an expert's incomplete fuzzy preference relation. This procedure is guided by the additive-consistency (AC) property and only uses the preference values the expert provides. The AC property is also used to measure the level of consistency of the information provided by the experts and also to propose a new induced ordered weighted averaging (IOWA) operator, the AC-IOWA operator, which permits the aggregation of the experts' preferences in such a way that more importance is given to the most consistent ones. Finally, the selection of the solution set of alternatives according to the fuzzy majority of the experts is based on two quantifier-guided choice degrees: the dominance and the nondominance degree.
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