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Detecting Outliers in Deterministic Nonparametric Frontier Models with Multiple Outputs

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Author Info
Wilson, Paul W

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Abstract

This article provides a statistical methodology for identifying outliers in production data with multiple inputs and outputs used in deterministic nonparametric frontier models. The methodology is useful in identifying observations that may contain some form of measurement error and, thus, merit closer scrutiny. When data checking is costly, the methodology may be used to rank observations in terms of their dissimilarity to other observations in the data, suggesting a priority for further inspection of the data.

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Publisher Info
Article provided by American Statistical Association in its journal Journal of Business and Economic Statistics.

Volume (Year): 11 (1993)
Issue (Month): 3 (July)
Pages: 319-23
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Handle: RePEc:bes:jnlbes:v:11:y:1993:i:3:p:319-23

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  1. Léopold Simar, Paul W. Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor and Francis Journals, vol. 27(6), pages 779-802, August. [Downloadable!] (restricted)
    Other versions:
  2. David C. Wheelock & Paul Wilson, 2009. "Robust, dynamic nonparametric benchmarking: the evolution of cost-productivity and efficiency among U.S. credit unions," Working Papers 2009-008, Federal Reserve Bank of St. Louis. [Downloadable!]
  3. Binder, Martin & Broekel, Tom, 2008. "Conversion Efficiency as a Complementing Measure of Welfare in Capability Space," MPRA Paper 7583, University Library of Munich, Germany. [Downloadable!]
  4. Daniel Becker, 2008. "Public-Sector Efficiency and Interjurisdictional Competition - an Empirical Investigation," Thuenen-Series of Applied Economic Theory 101, University of Rostock, Institute of Economics, Germany. [Downloadable!]
  5. David C. Wheelock & Paul Wilson, 2007. "Non-parametric, unconditional quantile estimation for efficiency analysis with an application to Federal Reserve check processing operations," Working Papers 2005-027, Federal Reserve Bank of St. Louis. [Downloadable!]
    Other versions:
  6. Christian von Hirschhausen & Astrid Cullmann, 2008. "Next Stop: Restructuring? : A Nonparametric Efficiency Analysis of German Public Transport Companies," Discussion Papers of DIW Berlin 831, DIW Berlin, German Institute for Economic Research. [Downloadable!]
  7. Finocchiaro Castro, Massimo & Guccio, Calogero & Rizzo, Ilde, 2009. "Determinants of Heritage Authorities’ Performance: An exploratory study with DEA bootstrapping approach," MPRA Paper 15984, University Library of Munich, Germany. [Downloadable!]
  8. Lucinda Trigo Gamarra, 2007. "Single- versus Multi-Channel Distribution Strategies in the German Life Insurance Market: A Cost and Profit Efficiency Analysis," Thuenen-Series of Applied Economic Theory 81, University of Rostock, Institute of Economics, Germany. [Downloadable!]
  9. Astrid Cullmann & Christian von Hirschhausen, 2007. "From Transition to Competition: Dynamic Efficiency Analysis of Polish Electricity Distribution Companies," Discussion Papers of DIW Berlin 716, DIW Berlin, German Institute for Economic Research. [Downloadable!]
  10. Tom Broekel & Thomas Brenner, 2007. "Measuring Regional Innovativeness - A Methodological Discussion and an Application to One German Industry," Jena Economic Research Papers in Economics 2007-065, Friedrich-Schiller-University Jena, Max-Planck-Institute of Economics, Thueringer Universitaets- und Landesbibliothek. [Downloadable!]
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