unif_ctff_series: unif_ctff_series

View source: R/level_set_functions.R

unif_ctff_seriesR Documentation

unif_ctff_series

Description

This function calculates the quantile of sup_v|tauhat(v) - tau(v)| / sigma(v) when tauhat(x) is based on a orthogonal series second stage regression.

Usage

unif_ctff_series(design.mat.v0, residuals, design.mat, B, alpha)

Arguments

design.mat.v0

design matrix of evaluation points.

residuals

observed residuals, i.e. pseudo.y - fitted.

B

number of bootstrap replications.

alpha

1-confidence level, e.g. alpha = 0.05.

design.mat.v

design matrix of observed v points.

Value

a list containing the following components:

cutoff

the estimated quantile

sigma.hat

vector of estimated standard devition of sigma(v)

Omega.hat.sqrt

Omega matrix

References

Chernozhukov et al (2014).


matteobonvini/drl.cate documentation built on Nov. 10, 2024, 12:20 a.m.