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An interactive procedure to improve estimate of value efficiency in DEA

Authors :
Javad Gerami
Source :
Expert Systems with Applications. 137:29-45
Publication Year :
2019
Publisher :
Elsevier BV, 2019.

Abstract

Value efficiency analysis is an approach to incorporate the Decision-Maker's (DM) priori knowledge (preference information) into efficiency analysis. This paper presents a multi-objective programming model to measure the value efficiency. The model's feasible region is the production possibility set in data envelopment analysis (DEA) and the objective functions are the value efficiency scores corresponding to input and output components. Considering the structure of the proposed model and the concept of value efficiency, the step method (STEM) method to solve the model and gain the value efficiency is used in this paper. By selecting MPU (most preferred unit) units based on the manager's choice, the suitable benchmarks and value efficiency scores could be obtained corresponding to the unit under evaluation, then one could see that the obtained benchmarks and value efficiency scores are strongly dependent on the selected MPU units. Finally, a numerical example is proposed to illustrate the credit of the proposed approach. The method has been applied for real world data.

Details

ISSN :
09574174
Volume :
137
Database :
OpenAIRE
Journal :
Expert Systems with Applications
Accession number :
edsair.doi...........ede089ed2cf2bd14b7c35977dac89205