A New ANN Training Approach for Efficiency Evaluation

Yıl 2010, Cilt: 39 Sayı: 3, 439 - 447, 01.03.2010

Sabri Erdem İpek Deveci Kocakoc

Anahtar Kelimeler

-

Kaynakça

• Athanassopoulos, A. D. and Curram, S. P. A comparison of data envelopment analysis and artificial neural networks as tools for assessing the efficiency of decision making units, Journal of the Operational Research Society 47 8, 1000–1016, 1996.
• Beirlant, J., Goegebeur, Y., Teugels, J., Segers, J., De Waal, D. and Ferro C. Statistics of Extremes: Theory and Applications(John Wiley and Sons, 2004).
• Charnes, A., Cooper, W. W. and Rhodes, E. Measuring the efficiency of decision making units, European Journal of Operational Research 2 (6), 429–444, 1978.
• Costa, A. and Markellos, R. N. Evaluating public transport efficiency with neural network models, Transportation Research C 5 (5), 301–312, 1997.
• Delgado, F. J. Measuring efficiency with neural networks. An application to the public sec- tor, Economics Bulletin 3 (15), 1–10, 2005.
• Emrouznejad, A., Parker, B. R. and Tavares, G. Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years of scholarly literature in DEA, Socio-Economic Planning Sciences 42, 151–157, 2008.
• Farrell, M. J. The Measurement of Productive Efficiency, Journal of the Royal Statistical Society 120, 253–281, 1957.
• Gumbel, E. Statistics of Extremes (Columbia University Press, New York, 1958).
• Santin D., Delgado, F. J. and Valino A. The measurement of technical efficiency: A neural network approach, Applied Economics 36, 627–635, 2004.
• Santin, D. On the approximation of production functions: A comparison of artificial neural networks frontiers and efficiency techniques, Applied Economic Letters 15 (8), 597–600, 2008.
• Shale, E. A., Athanassopoulos, A. D and Curram, S. P. A frontier-based neural network for assessing the efficiency of activity units, Foundations of Computing and Decision Sciences , Forthcoming.
• Silverman, B. W. Density Estimation for Statistics and Data Analysis (Chapman and Hall, London, 1986).
• Veelenturf, L. P. J. Analysis and Applications of Neural Networks (Prentice Hall, UK, 1995). [14] Zhang, X. S. Neural Networks in Optimization (Springer, 2000).