Abstract

The determination of the weights of decision makers (DMs) is an important problem in multi-attribute group decision making. Many approaches have been presented to determine DMs’ weights. However, the computed weight vectors of DMs are usually assumed to be constant in existing studies, and this may cause irrationalities in the decision results. Therefore, this article proposes a novel method to determine DMs’ weights based on variable weights theory in which the evaluation information is described as intuitionistic fuzzy sets (IFSs). First, DMs provide their assessment with IFSs, and the intuitionistic fuzzy weighted averaging (IFWA) operator is applied to obtain weighted decision matrix based on the prior given DMs’ and attributes’ weights. Second, the DMs’ weights are obtained based on variable weights theory, and an alternative decision can be computed. Finally, the converted value of the achieved IFS of each alternative is calculated, and the best appropriate alternative is acquired. Two illustrative examples and the comparisons with exsiting approaches are also used to reflect the effectiveness of the proposed approach.

Highlights

  • Multi-attribute group decision making (MAGDM) is usually used to choose the best alternative from a group of ones according to the multi-attributes [1]

  • The MAGDM is an important decision tool for complex issues, and intuitionistic fuzzy information is appropriate for dealing with the ambiguities and imprecision inherent in MAGDM problems[41]

  • This paper presents a novel variable weight vector-based approach to obtain the weights of decision makers (DMs) for MAGDM with intuitionistic fuzzy sets (IFSs)

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Summary

Introduction

Multi-attribute group decision making (MAGDM) is usually used to choose the best alternative from a group of ones according to the multi-attributes ( called criteria) [1]. Liang et al.[20] presented a prospect theory-based method to calculate the weights of DMs in GDM, in which DMs’ weights can be represented using interval numbers, exact numbers and rankings In these studies of determining DMs’ weights in MAGDM problems, Yue did more indepth research with objective and subjective evaluation information with real numbers, interval numbers, intuitionistic fuzzy sets (IFSs), interval-valued intuitionistic fuzzy sets (IVIFSs), and other. The computed weights of DMs are not constant, but rather they change according to the needs of higher management or the actual situation This makes the determination of DMs’ weights more accurate and eliminates the influence of unreasonable evaluation opinions on the final decision.

Intuitionistic fuzzy sets
Variable weights
The proposed method
Notations and definitions
Obtaining the DMs’ weights based on variable weights theory
C C CCClk q Þ A q À
Computing the comprehensive evaluation value
Main steps of the proposed method
Comparison between the existing related approaches
Objective weighting methods
Illustrative examples
Methods
Conclusions
Full Text
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