Nonparametric Instrumental Variable Estimation of Quantile Structural Effects

  title={Nonparametric Instrumental Variable Estimation of Quantile Structural Effects},
  author={Victor Chernozhukov and Patrick Gagliardini and Olivier Scaillet},
We study Tikhonov Regularized estimation of quantile structural e¤ects implied by a nonseparable model. The nonparametric instrumental variable estimator is based on a minimum distance principle. We show that the minimum distance problem without regularization is locally ill-posed, and consider penalization by the norms of the parameter and its derivative. We derive the asymptotic Mean Integrated Square Error, the rate of convergence and the pointwise asymptotic normality under a regularization… CONTINUE READING
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Publications referenced by this paper.
Showing 1-10 of 23 references

The Theory of Tikhonov Regularization for Fredholm Equations of the First Kind, Pitman Advanced Publishing Program, Boston

  • C. Groetsch
  • 1984
Highly Influential
7 Excerpts

Nonparametric Instrumental Variables Estimation of a Quantile Regression

  • J. Horowitz, S. Lee
  • Model", Econometrica,
  • 2007
Highly Influential
5 Excerpts

Lineare Funktional Analysis, Springer Verlag, Berlin

  • H. Alt
  • 1992
Highly Influential
10 Excerpts

Identi…cation of Nonadditive Structural Functions

  • A. Chesher
  • Advances in Economics and Econometrics, Theory…
  • 2007
1 Excerpt

Instrumental Variable Estimation of Nonseparable Models

  • V. Chernozhukov, G. Imbens, W. Newey
  • Journal of Econometrics,
  • 2007

Uniform Convergence Rates for Kernel Estimation with Dependent Data", forthcoming in Econometric Theory

  • B. Hansen
  • 2007
1 Excerpt

Tikhonov Regularization for Nonparametric Instrumental Variable Estimators

  • P. Gagliardini
  • Scaillet
  • 2006

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