Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models
Published Online:1 Jan 1998https://doi.org/10.1287/mnsc.44.1.49
References
- Maximum likelihood consistency, and data envelopment analysis: A statistical foundation. Management Sci. (1993) 39:1265–1273Link, Google Scholar
- Hypothesis tests using data envelopment analysis. J. Productivity Anal. (1996) 7:139–159Crossref, Google Scholar
- Measuring the inefficiency of decision making units. Eur. J. Oper. Res. (1978) 2:429–444Crossref, Google Scholar
- On farrell measures of technical efficiency. Recherches Economiques de Louvain (1983) 49(2):123–137Google Scholar
- , Marchand M., Pestieau P., Tulkens H. Measuring labor inefficiency in post offices. The Performance of Public Enterprises: Concepts and Measurements (1984) (North-Holland, Amsterdam)243–267Google Scholar
- Bootstrap methods: Another look at the jackknife. Ann. Statist. (1979) 7:1–26Crossref, Google Scholar
- The jackknife the bootstrap and other resampling plans 38. CBMS-NSF Regional Conf. Series in Applied Math. (1982) (SIAM, Philadelphia, PA) Crossref, Google Scholar
- An Introduction to the Bootstrap (1993) (Chapman and Hall, London) Crossref, Google Scholar
- Measuring plant capacity, utilization and technical change: A nonparametric approach. Internat. Econom. Rev. (1989) 30:655–666Crossref, Google Scholar
- The Measurement of Efficiency of Production (1985) (Kluwer-Nijhoff Publishing, Boston, MA) Crossref, Google Scholar
- The measurement of productive efficiency. J. Roy. Statist. Soc. (1957) A(120):253–281Crossref, Google Scholar
- Bootstrapping regression models. Ann. Statist. (1981) 9(6):1218–1228Crossref, Google Scholar
- The role of the reference technology in measuring productive efficiency. Econom. J. (1986) 96:499–513Google Scholar
- On the number of bootstrap simulations required to construct a confidence interval. Ann. Statist. (1986) 14:1453–1462Crossref, Google Scholar
- The Bootstrap and Edgeworth Expansion (1992) (Springer-Verlag, New York) Crossref, Google Scholar
- Iterated bootstrap with application to frontier models. J. Productivity Anal. (1995) 6:63–76Crossref, Google Scholar
- , Roussas G. Bootstrap methods in nonparametric regression. Nonparametric Functional Estimation and Related Topics (1991) (Kluwer Academic Publishers, Boston, MA) 111–123Crossref, Google Scholar
- A general framework for frontier estimation with panel data. J. Productivity Anal. (1996) 7:187–212Crossref, Google Scholar
- Efficient estimation of monotone boundaries. Ann. Statist. (1995a) 23:476–489Crossref, Google Scholar
- On estimation of monotone and convex boundaries. Publications de l'ISUP (1995b) 39:3–18Google Scholar
- , Charnes A., Cooper W. W., Lewin A. Y., Seiford L. M. Stratified models of education production using DEA and regression analysis. Data Envelopment Analysis: Theory, Methods, and Applications (1993) (Quorom Books, New York) Google Scholar
- Theory of Cost and Production Function (1970) (Princeton University Press, Princeton, NJ) Google Scholar
- Density Estimation for Statistics and Data Analysis (1986) (Chapman and Hall, London) Crossref, Google Scholar
- The bootstrap: Smooth or not to smooth? Biometrika (1987) 74:469–479Crossref, Google Scholar
- Estimating efficiencies from frontier models with panel data: A comparison of parametric non-parametric and semiparametric methods with bootstrapping. J. Productivity Anal. (1992) 3:167–203Crossref, Google Scholar
- Aspects of statistical analysis in DEA-type frontier models. J. Productivity Anal. (1996) 7:177–185Crossref, Google Scholar
- Nonparametric tests of returns to scale. (1996) . Unpublished manuscript, Department of Economics, University of Texas, Austin, TXGoogle Scholar
- Incorporating support constraints into nonparametric estimators of densities. Comm. in Statist.—Theory and Methods (1985) 14:1123–1136Crossref, Google Scholar
- Jackknife bootstrap, and other resampling methods in regression analysis. Ann. Statist. (1986) 14:1261–1295Crossref, Google Scholar

