| ATEDGP {drcarlate} | R Documentation |
Simulates the data for ATE estimators
Description
ATEDGP is the version of FuncDGP under full compliance.
Usage
ATEDGP(dgptype, rndflag, n, g, pi)
Arguments
dgptype |
A scalar. 1, 2, 3 (Almost the same as 1-3 in the paper except that it does not have the DGP for D(1) or D(0)). |
rndflag |
A scalar. method of covariate-adaptive randomization. 1-SRS; 2-WEI; 3-BCD; 4-SBR. |
n |
Sample size. |
g |
Number of strata. The authors set g = 4 in the Jiang et al. (2022). |
pi |
A g x 1 vector. Targeted assignment probabilities across strata. |
Value
ATEDGP returns a list containing 7 nx1 vectors named Y, X, S, A, Y1, Y0 and D. These seven vectors are the same as defined in Jiang et al. (2022). Note that vector X does not contain the constant term.
References
Jiang L, Linton O B, Tang H, Zhang Y. Improving estimation efficiency via regression-adjustment in covariate-adaptive randomizations with imperfect compliance [J]. 2022.
Examples
ATEDGP(dgptype = 1, rndflag = 1, n = 200, g = 4, pi = c(0.5, 0.5, 0.5, 0.5))