Generalised framework for multi-criteria method selection

被引:323
|
作者
Watrobski, Jaroslaw [1 ]
Jankowski, Jaroslaw [2 ]
Ziemba, Pawel [1 ]
Karczmarczyk, Artur [2 ]
Ziolo, Magdalena [1 ]
机构
[1] Univ Szczecin, Fac Econ & Management, Mickiewicza 64, PL-71101 Szczecin, Poland
[2] West Pomeranian Univ Technol, Fac Comp Sci & Informat Syst, Zolnierska 49, PL-71210 Szczecin, Poland
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2019年 / 86卷
关键词
Multi-criteria decision analysis; MCDA; Multi-criteria method selection; Incomplete decision problem description; CRITERIA DECISION-MAKING; ANALYTIC HIERARCHY PROCESS; SUPPLY CHAIN; FUZZY TOPSIS; REVERSE LOGISTICS; NETWORK PROCESS; SUPPORT; MANAGEMENT; RANKING; ELECTRE;
D O I
10.1016/j.omega.2018.07.004
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Multi-Criteria Decision Analysis (MCDA) methods are widely used in various fields and disciplines. While most of the research has been focused on the development and improvement of new MCDA methods, relatively limited attention has been paid to their appropriate selection for the given decision problem. Their improper application decreases the quality of recommendations, as different MCDA methods deliver inconsistent results. The current paper presents a methodological and practical framework for selecting suitable MCDA methods for a particular decision situation. A set of 56 available MCDA methods was analysed and, based on that, a hierarchical set of methods' characteristics and the rule base were obtained. This analysis, rules and modelling of the uncertainty in the decision problem description allowed to build a framework supporting the selection of a MCDA method for a given decision-making situation. The practical studies indicate consistency between the methods recommended with the proposed approach and those used by the experts in reference cases. The results of the research also showed that the proposed approach can be used as a general framework for selecting an appropriate MCDA method for a given area of decision support, even in cases of data gaps in the decision-making problem description. The proposed framework was implemented within a web platform available for public use at www.mcda.it. (C) 2018 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:107 / 124
页数:18
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