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Estimation and Inference in Nonparametric Frontier Models Leopold Simar

Estimation and Inference in Nonparametric Frontier Models By Leopold Simar

Estimation and Inference in Nonparametric Frontier Models by Leopold Simar


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Summary

Provides a thorough examination of this topic for students and researchers alike. While nonparametric estimators are widely used to estimate the productive efficiency of firms and other organizations, it is often done without any attempt to make statistical inference.

Estimation and Inference in Nonparametric Frontier Models Summary

Estimation and Inference in Nonparametric Frontier Models: Recent Developments and Perspectives by Leopold Simar

Estimation and Inference in Nonparametric Frontier Models provides a thorough examination of this topic for students and researchers alike. While nonparametric estimators are widely used to estimate the Productive efficiency of firms and other organizations, it is often done without any attempt to make statistical inference. Recent work has provided statistical properties of these estimators and methods for making statistical inference has established a link between frontier estimation and extreme value theory. New estimators that avoid many of the problems inherent with traditional efficiency estimators have been developed and these new estimators are robust with respect to outliers and avoid the problem of dimensionality. In addition, statistical properties, including asymptotic distributions, of the new estimators are uncovered. Finally, the authors show several approaches for introducing environmental variables into Production models.

Table of Contents

  • Nonparametric Statistical Models of Production: Combining Economics and Statistics
  • The Nonparametric Envelopment Estimators
  • Bootstrap Inference using DEA and FDH Estimators
  • Robust Order-m Estimators
  • Robust Order-? Estimators
  • Outlier Detection
  • Explaining Inefficiency
  • Unanswered Questions, Promising Ideas
  • Acknowledgements
  • References

    Additional information

    NLS9781601986665
    9781601986665
    1601986661
    Estimation and Inference in Nonparametric Frontier Models: Recent Developments and Perspectives by Leopold Simar
    New
    Paperback
    now publishers Inc
    2013-06-06
    170
    N/A
    Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
    This is a new book - be the first to read this copy. With untouched pages and a perfect binding, your brand new copy is ready to be opened for the first time

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