RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS

Volume: 30 Number: 2 June 19, 2017
EN

RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS

Abstract

In this study , Canonical correlation analysis (CCA)  and Data envelopment analysis (DEA)  techniques are used.  Canonical correlation analysis (CCA) is a multivariate statistical technique that can be used to determine the relationship between two multiple variable sets. Data envelopment analysis (DEA) is a linear programming (LP) technique for measuring the relative efficiency of peer decision making units(DMUs) when multiple inputs and outputs are present. A beneficial method for model selection is proposed in this study. Efficiencies are calculated for all possible DEA model specifications. It is shown that model equivalence or dissimilarity can be easily assessed using this approach. The results are analysed using Canonical correlation analysis (CCA).

Keywords

References

  1. Francisco J. López, Johnny C. Ho & Alex J. Ruiz-Torres (2016) A computational analysis of the impact of correlation and data translation on DEA efficiency scores, Journal of Industrial and Production Engineering, 33:3, 192-204,
  2. Adler, N., Friedman, L. ve Sinuany-Stern, Z. (2002). “Review of ranking methods in the data envelopment analysis context”, European Journal of Operational Research, 140, ss.249–265.
  3. Bagozzi, R. P., Fornell, C. ve Larcker, D. F. (1981). “Canonical Correlation Analysis as a Special Case of a Structural Relations Model”, Multivariate Behavioral Research, 16(4), 437-454.
  4. Banker, R., Charnes, A. ve Cooper, W. W. (1984). “Some Models For Estimating Technical and Scale İnefficiencies in Data Envelopment Analysis,” Management Science, 30, ss.1078–1092.
  5. Eubank,R. L. ve Hsing,T. (2008). “Canonical Correlation for Stochastic Processes”, Stochastic Processes and their Applications Volume 118, Issue 9, ss.1634-1661
  6. Farrell, M. J., (1957), “The Measurement of Productivity Efficiency”, Journal Of the Royal Statistical Society, ss.120:253-290.
  7. Fornell, C. ve Larcker, D. F. (1980). “The Use of Canonical Correlation Analysis in Accounting Research”, The Journal of Business Finance&Accounting, 7(3), ss.455-470.
  8. Hotelling H. (1936), “Relations Between Two Sets of Variates”, Biometrika 28, ss.321–377.

Details

Primary Language

English

Subjects

-

Journal Section

-

Authors

Esra Öztürk This is me

Publication Date

June 19, 2017

Submission Date

July 18, 2016

Acceptance Date

-

Published in Issue

Year 2017 Volume: 30 Number: 2

APA
Bal, H., & Öztürk, E. (2017). RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS. Gazi University Journal of Science, 30(2), 237-245. https://izlik.org/JA49EB77KN
AMA
1.Bal H, Öztürk E. RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS. Gazi University Journal of Science. 2017;30(2):237-245. https://izlik.org/JA49EB77KN
Chicago
Bal, Hasan, and Esra Öztürk. 2017. “RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS”. Gazi University Journal of Science 30 (2): 237-45. https://izlik.org/JA49EB77KN.
EndNote
Bal H, Öztürk E (June 1, 2017) RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS. Gazi University Journal of Science 30 2 237–245.
IEEE
[1]H. Bal and E. Öztürk, “RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS”, Gazi University Journal of Science, vol. 30, no. 2, pp. 237–245, June 2017, [Online]. Available: https://izlik.org/JA49EB77KN
ISNAD
Bal, Hasan - Öztürk, Esra. “RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS”. Gazi University Journal of Science 30/2 (June 1, 2017): 237-245. https://izlik.org/JA49EB77KN.
JAMA
1.Bal H, Öztürk E. RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS. Gazi University Journal of Science. 2017;30:237–245.
MLA
Bal, Hasan, and Esra Öztürk. “RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS”. Gazi University Journal of Science, vol. 30, no. 2, June 2017, pp. 237-45, https://izlik.org/JA49EB77KN.
Vancouver
1.Hasan Bal, Esra Öztürk. RANKING THE AIRPORTS IN TURKEY WITH DATA ENVELOPMENT ANALYSIS AND CANONICAL CORRELATION ANALYSIS. Gazi University Journal of Science [Internet]. 2017 Jun. 1;30(2):237-45. Available from: https://izlik.org/JA49EB77KN