A two-phase approach for setting targets in DEA with negative data

Conventional DEA models have been introduced to deal with non-negative data. In the real world, in some occasions, we have outputs and/or inputs, which can take negative data. In DEA literature some approaches have been presented for evaluating performance of units, which operate with negative data....

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Veröffentlicht in:Applied mathematical modelling 2011-12, Vol.35 (12), p.5794-5803
Hauptverfasser: Kazemi Matin, Reza, Azizi, Roza
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description Conventional DEA models have been introduced to deal with non-negative data. In the real world, in some occasions, we have outputs and/or inputs, which can take negative data. In DEA literature some approaches have been presented for evaluating performance of units, which operate with negative data. In this paper, firstly, we give a brief review of these works, then we present a new additive based approach in this framework. The proposed model is designed to provide a target with non-negative value associated with negative components for each observed unit, failed by other methods. An empirical application in banking is then used to show the applicability of the proposed method and make a comparison with the other approaches in the literature.
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subjects Additives
Applied sciences
Banking
Data envelopment analysis
Decision theory. Utility theory
Empirical analysis
Exact sciences and technology
Mathematical models
Mathematics
Modelling
Negative data
Nonparametric inference
Operational research and scientific management
Operational research. Management science
Performance evaluation
Probability and statistics
Sciences and techniques of general use
Statistics
Substitution
Target setting
title A two-phase approach for setting targets in DEA with negative data
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