Title of article :
Uniform confidence bands for functions estimated nonparametrically with instrumental variables
Author/Authors :
Horowitz، نويسنده , , Joel L. and Lee، نويسنده , , Sokbae، نويسنده ,
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 :
Instrumental variables , Sieve estimator , Uniform confidence band , Bootstrap
Journal title :
Astroparticle Physics