메뉴 건너뛰기




Volumn 47, Issue 8, 1996, Pages 1000-1016

A comparison of data envelopment analysis and artificial neural networks as tools for assessing the efficiency of decision making units

Author keywords

Bank branches; Data envelopment analysis; Neural networks; Non parametric methods; Simulation; Technical and scale efficiency

Indexed keywords

DECISION MAKING; EFFICIENCY; EVALUATION; FINANCE; MATHEMATICAL MODELS; NEURAL NETWORKS; PERFORMANCE; REGRESSION ANALYSIS; STATISTICAL METHODS;

EID: 0030216682     PISSN: 01605682     EISSN: 14769360     Source Type: Journal    
DOI: 10.1057/jors.1996.127     Document Type: Article
Times cited : (158)

References (32)
  • 1
    • 5544291467 scopus 로고
    • Measuring the efficiency of decision making units
    • A. Charnes, W. Cooper and E. Rhodes (1978) Measuring the efficiency of decision making units. Eur. J. Opl Res. 17, 35-44.
    • (1978) Eur. J. Opl Res , vol.17 , pp. 35-44
    • Charnes, A.1    Cooper, W.2    Rhodes, E.3
  • 3
    • 0028548070 scopus 로고
    • Guiding schools to improved performance using data envelopment analysis: An illustration with data from a local education authority
    • E. Thanassoulis and P. Dunstan (1994) Guiding schools to improved performance using data envelopment analysis: an illustration with data from a local education authority. J. Opl Res. Soc. 45, 1247-1263.
    • (1994) J. Opl Res. Soc , vol.45 , pp. 1247-1263
    • Thanassoulis, E.1    Dunstan, P.2
  • 4
    • 0023358973 scopus 로고
    • Measuring hospital performance: A non-parametric approach
    • S. Grosskopf and V. Valdamanis (1987) Measuring hospital performance: a non-parametric approach. J. Health Economics 6, 87-92.
    • (1987) J. Health Economics , vol.6 , pp. 87-92
    • Grosskopf, S.1    Valdamanis, V.2
  • 5
    • 0000180109 scopus 로고
    • On FDH efficiency analysis: Some methodological issues and applications to retail banking, courts, and urban transit
    • H. Tulkens (1993) On FDH efficiency analysis: some methodological issues and applications to retail banking, courts, and urban transit. J. Productivity Analysis 4, 183-211.
    • (1993) J. Productivity Analysis , vol.4 , pp. 183-211
    • Tulkens, H.1
  • 6
    • 0023346904 scopus 로고
    • Relative efficiency assessments using data envelopment analysis: An application to data on rates departments
    • E. Thanassoulis, R. G. Dyson and M. Foster (1987) Relative efficiency assessments using data envelopment analysis: an application to data on rates departments. J. Opl Res. Soc. 38, 397-411.
    • (1987) J. Opl Res. Soc , vol.38 , pp. 397-411
    • Thanassoulis, E.1    Dyson, R.G.2    Foster, M.3
  • 7
    • 44949289422 scopus 로고
    • Measuring cost efficiency in banking: Econometric and linear programming evidence
    • G. Ferrier and K. Lovell (1990) Measuring cost efficiency in banking: econometric and linear programming evidence. J. Econometrics 46, 229-245.
    • (1990) J. Econometrics , vol.46 , pp. 229-245
    • Ferrier, G.1    Lovell, K.2
  • 8
    • 84974858076 scopus 로고
    • Separating market efficiency from profitability and its implications for planning
    • A. Athanassopoulos and E. Thanassoulis (1995) Separating market efficiency from profitability and its implications for planning. J. Opl Res. Soc. 46, 30-45.
    • (1995) J. Opl Res. Soc , vol.46 , pp. 30-45
    • Athanassopoulos, A.1    Thanassoulis, E.2
  • 9
    • 0038982923 scopus 로고
    • Performance improvement decision aid systems in retail organisations using data envelopment analysis
    • A. Athanassopoulos (1995) Performance improvement decision aid systems in retail organisations using data envelopment analysis. J. Productivity Analysis 6, 153-170.
    • (1995) J. Productivity Analysis , vol.6 , pp. 153-170
    • Athanassopoulos, A.1
  • 10
    • 0344182327 scopus 로고
    • Assessing the marginal impacts of investments on the performance of organisational units
    • A. Athanassopoulos and E. Thanassoulis (1995) Assessing the marginal impacts of investments on the performance of organisational units. Int. J. Production Econ. 39, 149-164.
    • (1995) Int. J. Production Econ , vol.39 , pp. 149-164
    • Athanassopoulos, A.1    Thanassoulis, E.2
  • 11
    • 0000908935 scopus 로고
    • Data envelopment analysis applied to financial statements
    • P. Smith (1990) Data envelopment analysis applied to financial statements. Omega 18, 131-138.
    • (1990) Omega , vol.18 , pp. 131-138
    • Smith, P.1
  • 14
    • 0000646059 scopus 로고
    • Learning internal representations by error propagation
    • D. E. Rumelhart, J. L. McClelland and the PDP Research Group, Eds. pp, MIT Press, Cambridge, MA
    • E. Rumelhart, G. E. Hinton and R. J. Williams (1986) Learning internal representations by error propagation. In Parallel Distributed Processing 1, (D. E. Rumelhart, J. L. McClelland and the PDP Research Group, Eds.), pp 318-362. MIT Press, Cambridge, MA.
    • (1986) Parallel Distributed Processing 1 , pp. 318-362
    • Rumelhart, E.1    Hinton, G.E.2    Williams, R.J.3
  • 16
    • 0028416730 scopus 로고
    • Neural networks, decision tree induction and discriminant analysis: An empirical comparison
    • S. P. Curram and J. Mingers (1994) Neural networks, decision tree induction and discriminant analysis: an empirical comparison. J. Opl Res. Soc. 45, 440-450.
    • (1994) J. Opl Res. Soc , vol.45 , pp. 440-450
    • Curram, S.P.1    Mingers, J.2
  • 17
    • 5544237211 scopus 로고
    • Right Information Systems Ltd, London
    • Right Information Systems Ltd (1994) 4Thought V2.1.1. Right Information Systems Ltd, London.
    • (1994) 4Thought V2.1.1
  • 18
    • 0021497874 scopus 로고
    • Models for the estimation of technical and scale efficiencies in data envelopment analysis
    • R. Banker, A. Charnes and W. Cooper (1984) Models for the estimation of technical and scale efficiencies in data envelopment analysis. Mgmt Sci. 30, 1078-1092.
    • (1984) Mgmt Sci , vol.30 , pp. 1078-1092
    • Banker, R.1    Charnes, A.2    Cooper, W.3
  • 19
    • 84906948480 scopus 로고
    • The evolution of non-parametric frontier analysis method for assessing performance: A review and recent developments
    • A. Athanassolpoulos (1995) The evolution of non-parametric frontier analysis method for assessing performance: a review and recent developments. Journal of SPOUDAI 45 (1-2), 13-46.
    • (1995) Journal of SPOUDAI , vol.45 , Issue.1-2 , pp. 13-46
    • Athanassolpoulos, A.1
  • 20
    • 0026839508 scopus 로고
    • Using neural networks for classification tasks—some experiments on datasets and practical advice
    • A. Hart (1992) Using neural networks for classification tasks—some experiments on datasets and practical advice. J. Opl Res. Soc. 43, 215-226.
    • (1992) J. Opl Res. Soc , vol.43 , pp. 215-226
    • Hart, A.1
  • 21
    • 34250094997 scopus 로고
    • Accelerating the convergence of the back-propagation method
    • T. P. Vogl, J. K. Mangis, A. K. Rigler, W. T. Zink and D. L. Alkon (1988) Accelerating the convergence of the back-propagation method. Biol. Cyb. 59, 257-263.
    • (1988) Biol Cyb , vol.59 , pp. 257-263
    • Vogl, T.P.1    Mangis, J.K.2    Rigler, A.K.3    Zink, W.T.4    Alkon, D.L.5
  • 22
    • 0001935613 scopus 로고
    • The principles and practice of time series forecasting and business modelling using neural networks
    • R. G. Hoptroff (1993) The principles and practice of time series forecasting and business modelling using neural networks. Neural Comput. and Applic. 1, 59-66.
    • (1993) Neural Comput. and Applic. , vol.1 , pp. 59-66
    • Hoptroff, R.G.1
  • 23
    • 34250140276 scopus 로고
    • Data envelopment analysis and regression approaches to efficiency estimation and evaluation
    • W. Bowlin, A. Charnes, W. Cooper and H. Sherman (1985) Data envelopment analysis and regression approaches to efficiency estimation and evaluation. Ann. Opns Res. 2, 113-138.
    • (1985) Ann. Opns Res , vol.2 , pp. 113-138
    • Bowlin, W.1    Charnes, A.2    Cooper, W.3    Sherman, H.4
  • 24
    • 84974868034 scopus 로고
    • A comparison of regression analysis and data envelopment analysis as alternative methods for assessing performance
    • E. Thanassoulis (1993) A comparison of regression analysis and data envelopment analysis as alternative methods for assessing performance. J. Opl Res. Soc. 44, 1129-1145.
    • (1993) J. Opl Res. Soc , vol.44 , pp. 1129-1145
    • Thanassoulis, E.1
  • 25
    • 0042012588 scopus 로고
    • A comparison of data envelopment analysis and translog estimates of production frontiers using simulated observations from a known technology
    • A. Dogramaci and R. Fare, Eds.), Kluwer Academic Publishers, Boston
    • R. Banker, A. Charnes, W. Cooper and A. Maindiratta (1987) A comparison of data envelopment analysis and translog estimates of production frontiers using simulated observations from a known technology. In Applications in Modern Production Theory Inefficiency and Productivity. (A. Dogramaci and R. Fare, Eds.), pp 33-55. Kluwer Academic Publishers, Boston.
    • (1987) Applications in Modern Production Theory Inefficiency and Productivity , pp. 33-55
    • Banker, R.1    Charnes, A.2    Cooper, W.3    Maindiratta, A.4
  • 26
    • 33746856043 scopus 로고
    • Finite sample evidence on the performance of stochastic frontiers and data envelopment analysis using panel data
    • B-H. Gong and R. Sickles (1992) Finite sample evidence on the performance of stochastic frontiers and data envelopment analysis using panel data. J. Econometrics 51, 259-284.
    • (1992) J. Econometrics , vol.51 , pp. 259-284
    • Gong, B.-H.1    Sickles, R.2
  • 27
    • 0027610414 scopus 로고
    • A Monte Carlo comparison of two production frontier estimation methods: Corrected ordinary least squares and data envelopment analysis
    • R. Banker, V. Gadh and W. Gorr (1993) A Monte Carlo comparison of two production frontier estimation methods: corrected ordinary least squares and data envelopment analysis. Eur. J. Opl Res. 67, 332-343.
    • (1993) Eur. J. Opl Res , vol.67 , pp. 332-343
    • Banker, R.1    Gadh, V.2    Gorr, W.3
  • 29
    • 0003497297 scopus 로고
    • Production frontiers and productive efficiency
    • H. Fried, K. Lovell and S. Schmidt, Oxford University Press, New York
    • K. Lovell (1993) Production frontiers and productive efficiency. In The Measurement of Productive Efficiency: Techniques and Applications. (H. Fried, K. Lovell and S. Schmidt, Eds), pp 3-67. Oxford University Press, New York.
    • (1993) The Measurement of Productive Efficiency: Techniques and Applications , pp. 3-67
    • Lovell, K.1
  • 30
    • 0001045762 scopus 로고
    • Bank branch operating efficiency: A comparative application of DEA and the loglinear model
    • D. Giokas (1990) Bank branch operating efficiency: a comparative application of DEA and the loglinear model. Omega 19, 549-557.
    • (1990) Omega , vol.19 , pp. 549-557
    • Giokas, D.1
  • 31
    • 0010955508 scopus 로고
    • Relative efficiency in the branch network of a UK bank: An empirical study
    • L. Drake and B. Howcroft (1994) Relative efficiency in the branch network of a UK bank: an empirical study. Omega 22, 83-90.
    • (1994) Omega , vol.22 , pp. 83-90
    • Drake, L.1    Howcroft, B.2
  • 32
    • 34250079083 scopus 로고
    • Distribution free estimates of efficiency in the U.S. banking industry and tests of the standard distributional assumptions
    • A. Berger (1993) Distribution free estimates of efficiency in the U.S. banking industry and tests of the standard distributional assumptions. J. Prod. Analysis 4, 261-293.
    • (1993) J. Prod. Analysis , vol.4 , pp. 261-293
    • Berger, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.