Research Article

A modified test for detecting influential decision-making units in data envelopment analysis

Volume: 47 Number: 1 February 1, 2018
EN

A modified test for detecting influential decision-making units in data envelopment analysis

Abstract

In data analyses based on a deterministic or stochastic approach, using pre-study is very important to identify observations that are not suitable to data in general. Among such observations, those that have a high tendency to change results negatively are called influential observations. In this paper, we propose a new method to identify influential observations in Data Envelopment Analysis (DEA). Our method is a modified version of the one proposed by Pastor et al. [12]. Both methods are compared by using two well-known data sets and the outcomes are discussed. A comparative analysis indicates that our method is an effective alternative to the Pastor et al. [12] method to identify influential observations in DEA.

Keywords

References

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  3. Banker, R.D., Charnes, A. & Cooper, W.W. Some models for estimating technical and scale ineciencies in data envelopment analysis, Management Science 30(9), 1078-1092, 1984.
  4. Belsley, D.A., Kuh, E. & Welsch, R.E. Regression diagnostics: identifying inuential data and sources of collinearity, Willey Series in Probability and Mathematical Statistics, New York., 1980.
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  6. Charnes, A., Cooper, W.W. & Rhodes, E. Evaluating program and managerial eciency: An application of data envelopment analysis to program follow through, Management Science 27(6), 668-697, 1981.
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Details

Primary Language

English

Subjects

Mathematical Sciences

Journal Section

Research Article

Publication Date

February 1, 2018

Submission Date

August 7, 2014

Acceptance Date

April 26, 2016

Published in Issue

Year 2018 Volume: 47 Number: 1

APA
Acarlar, İ., Şahin Tekin, S. T., & Örkcü, H. H. (2018). A modified test for detecting influential decision-making units in data envelopment analysis. Hacettepe Journal of Mathematics and Statistics, 47(1), 129-144. https://izlik.org/JA66BJ94KB
AMA
1.Acarlar İ, Şahin Tekin ST, Örkcü HH. A modified test for detecting influential decision-making units in data envelopment analysis. Hacettepe Journal of Mathematics and Statistics. 2018;47(1):129-144. https://izlik.org/JA66BJ94KB
Chicago
Acarlar, İrmak, Sinem Tuğba Şahin Tekin, and H. Hasan Örkcü. 2018. “A Modified Test for Detecting Influential Decision-Making Units in Data Envelopment Analysis”. Hacettepe Journal of Mathematics and Statistics 47 (1): 129-44. https://izlik.org/JA66BJ94KB.
EndNote
Acarlar İ, Şahin Tekin ST, Örkcü HH (February 1, 2018) A modified test for detecting influential decision-making units in data envelopment analysis. Hacettepe Journal of Mathematics and Statistics 47 1 129–144.
IEEE
[1]İ. Acarlar, S. T. Şahin Tekin, and H. H. Örkcü, “A modified test for detecting influential decision-making units in data envelopment analysis”, Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 1, pp. 129–144, Feb. 2018, [Online]. Available: https://izlik.org/JA66BJ94KB
ISNAD
Acarlar, İrmak - Şahin Tekin, Sinem Tuğba - Örkcü, H. Hasan. “A Modified Test for Detecting Influential Decision-Making Units in Data Envelopment Analysis”. Hacettepe Journal of Mathematics and Statistics 47/1 (February 1, 2018): 129-144. https://izlik.org/JA66BJ94KB.
JAMA
1.Acarlar İ, Şahin Tekin ST, Örkcü HH. A modified test for detecting influential decision-making units in data envelopment analysis. Hacettepe Journal of Mathematics and Statistics. 2018;47:129–144.
MLA
Acarlar, İrmak, et al. “A Modified Test for Detecting Influential Decision-Making Units in Data Envelopment Analysis”. Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 1, Feb. 2018, pp. 129-44, https://izlik.org/JA66BJ94KB.
Vancouver
1.İrmak Acarlar, Sinem Tuğba Şahin Tekin, H. Hasan Örkcü. A modified test for detecting influential decision-making units in data envelopment analysis. Hacettepe Journal of Mathematics and Statistics [Internet]. 2018 Feb. 1;47(1):129-44. Available from: https://izlik.org/JA66BJ94KB