Cheng, Gang and Zervopoulos, Panagiotis and Qian, Zhenhua (2011): A variant of radial measure capable of dealing with negative inputs and outputs in data envelopment analysis.
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Data envelopment analysis (DEA) is a linear programming methodology to evaluate the relative technical efficiency for each member of a set of peer decision making units (DMUs) with multiple inputs and multiple outputs. It has been widely used to measure performance in many areas. A weakness of the traditional DEA model is that it cannot deal with negative input or output values. There have been many studies exploring this issue, and various approaches have been proposed.
In this paper, we develop a variant of the traditional radial model whereby original values are replaced with absolute values as the basement to quantify the proportion of improvements to reach the frontier. The new radial measure is units invariant and can deal with all cases of the presence of negative data. In addition, the VRM model preserves the property of proportionate improvement of a traditional radial model, and provides the exact same results in the cases that the traditional radial model can deal with. Examples show the advantages of the new approach.
|Item Type:||MPRA Paper|
|Original Title:||A variant of radial measure capable of dealing with negative inputs and outputs in data envelopment analysis|
|Keywords:||Data Envelopment Analysis; Negative data in DEA; Variant of radial measure; Unit invariance|
|Subjects:||C - Mathematical and Quantitative Methods > C0 - General > C02 - Mathematical Methods
C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C61 - Optimization Techniques ; Programming Models ; Dynamic Analysis
C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C67 - Input-Output Models
|Depositing User:||Panagiotis Zervopoulos|
|Date Deposited:||07 Oct 2012 15:00|
|Last Modified:||07 Mar 2017 14:32|
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A variant of radial measure capable of dealing with negative inputs and outputs in data envelopment analysis. (deposited 17 May 2011 23:16)
- A variant of radial measure capable of dealing with negative inputs and outputs in data envelopment analysis. (deposited 07 Oct 2012 15:00) [Currently Displayed]