Title of article
Uniform confidence bands for functions estimated nonparametrically with instrumental variables
Author/Authors
Horowitz، نويسنده , , Joel L. and Lee، نويسنده , , Sokbae، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2012
Pages
14
From page
175
To page
188
Abstract
This paper is concerned with developing uniform confidence bands for functions estimated nonparametrically with instrumental variables. We show that a sieve nonparametric instrumental variables estimator is pointwise asymptotically normally distributed. The asymptotic normality result holds in both mildly and severely ill-posed cases. We present methods to obtain a uniform confidence band and show that the bootstrap can be used to obtain the required critical values. Monte Carlo experiments illustrate the finite-sample performance of the uniform confidence band.
Keywords
Bootstrap , Uniform confidence band , Sieve estimator , Instrumental variables
Journal title
Journal of Econometrics
Serial Year
2012
Journal title
Journal of Econometrics
Record number
2129009
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