Performance evaluation: An integrated method using data envelopment analysis and fuzzy preference relations

被引:100
作者
Wu, Desheng Dash [1 ,2 ]
机构
[1] Univ Toronto, Joseph L Rotman Sch Management, Toronto, ON M5S 3E6, Canada
[2] Univ Toronto, RiskLab, Toronto, ON M5S 3E6, Canada
关键词
Performance evaluation; Data envelopment analysis (DEA); Preference relations; Cross evaluation; GROUP DECISION-MAKING; CONSISTENCY; EFFICIENCY;
D O I
10.1016/j.ejor.2007.10.009
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In it multi-attribute decision-making (MADM) context, the decision maker needs to provide his preferences over a set of decision alternatives and constructs a preference relation and then use the derived priority vector of the preference to rank various alternatives. This paper proposes in integrated approach to rate decision alternatives using data envelopment analysis and preference relations. This proposed approach includes three stages. First, pairwise efficiency scores are computed using two DEA models: the CCR model and the proposed cross-evaluation DEA model. Second, the pairwise efficiency scores are then utilized to construct the fuzzy preference relation and the consistent fuzzy preference relation. Third, by use of the row wise summation technique, we yield it priority vector, which is used for ranking decision-making units (DMUs). For the case of it single output and a single input, the preference relation can be directly obtained from the original sample data. The proposed approach is validated by two numerical examples. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:227 / 235
页数:9
相关论文
共 33 条
[11]   A method for multiple attribute decision-making with the fuzzy preference relation on alternatives [J].
Fan, ZP ;
Hu, GF ;
Xiao, SH .
COMPUTERS & INDUSTRIAL ENGINEERING, 2004, 46 (02) :321-327
[12]   Construction of global fuzzy preference structures from two-parameter single-criterion fuzzy outranking relations [J].
Gheorghe, R ;
Bufardi, A ;
Xirouchakis, P .
FUZZY SETS AND SYSTEMS, 2005, 153 (03) :303-330
[13]   Multiperson decision-making based on multiplicative preference relations [J].
Herrera, F ;
Herrera-Viedma, E ;
Chiclana, F .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 129 (02) :372-385
[14]   Some issues on consistency of fuzzy preference relations [J].
Herrera-Viedma, E ;
Herrera, F ;
Chiclana, F ;
Luque, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 154 (01) :98-109
[15]   AN ALTERNATIVE SCALING METHOD FOR PRIORITIES IN HIERARCHICAL STRUCTURES [J].
JENSEN, RE .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1984, 28 (03) :317-332
[16]   A SOFT MEASURE OF CONSENSUS IN THE SETTING OF PARTIAL (FUZZY) PREFERENCES [J].
KACPRZYK, J ;
FEDRIZZI, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1988, 34 (03) :316-325
[17]   GROUP DECISION-MAKING WITH A FUZZY LINGUISTIC MAJORITY [J].
KACPRZYK, J .
FUZZY SETS AND SYSTEMS, 1986, 18 (02) :105-118
[18]   A multiple criteria approach to data envelopment analysis [J].
Li, XB ;
Reeves, GR .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 115 (03) :507-517
[19]   APPROACHES TO COLLECTIVE DECISION-MAKING WITH FUZZY PREFERENCE RELATIONS [J].
NURMI, H .
FUZZY SETS AND SYSTEMS, 1981, 6 (03) :249-259
[20]   Simulation of fuzzy multiattribute models for grey relationships [J].
Olson, David L. ;
Wu, Desheng .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 175 (01) :111-120