A study of developing an input-oriented ratio-based comparative efficiency model

被引:22
作者
Wei, Ching-Kuo [3 ]
Chen, Liang-Chih [2 ]
Li, Rong-Kwei [2 ]
Tsai, Chih-Hung [1 ]
机构
[1] Yuanpei Univ, Dept Informat Management, Hsinchu, Taiwan
[2] Natl Chiao Tung Univ, Dept Ind Engn & Management, Hsinchu, Taiwan
[3] Oriental Inst Technol, Dept Hlth Care Adm, Pan Chiao City 22061, Taipei, Taiwan
关键词
Data envelopment analysis; DEA-R-I; CCR-I; DATA ENVELOPMENT ANALYSIS; WEIGHT RESTRICTIONS; DECISION-MAKING; DEA; FRONTIER; RANKING; UNITS;
D O I
10.1016/j.eswa.2010.08.036
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data envelopment analysis (DEA) is a representative method to estimate efficient frontiers and derive efficiency. However, in a situation with weight restrictions on individual input-output pairs, its suitability has been questioned. Therefore, the main purpose of this paper is to develop a mathematical method, which we call the input-oriented ratio-based comparative efficiency model, DEA-R-I, to derive the input-target improvement strategy in situations with weight restrictions. Also, we prove that the efficiency score of DEA-R-I is greater than that of CCR-I, which is the first and most popular model of DEA, in input-oriented situations without weight restrictions to claim the DEA-R-I can replace the CCR model in these situations. We also show an example to illustrate the necessity of developing the new model. In a nutshell, we developed DEA-R-I to replace CCR-I in all input-oriented situations because it sets a more accurate weight restriction and yields a more achievable strategy. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2473 / 2477
页数:5
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