ATETrueValue: Calculates the true ATE effect.

In drcarlate: Improving Estimation Efficiency in CAR with Imperfect Compliance

Calculates the true ATE effect.

Description

ATETrueValue is the version of TrueValue under full compliance.

Usage

ATETrueValue(dgptype, vIdx, n, g, pi)

Arguments

dgptype	A scalar. The value can be string 1, 2, or 3, respectively corresponding to the three DGP schemes in the paper (See Jiang et al. (2022) for DGP details).
vIdx	A 1xR vector. The authors set vIdx=[1 2 3 4] in Jiang et al. (2022). Every number declares the 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 Jiang et al. (2022).
pi	Targeted assignment probability across strata.

Value

A 1xR vector. Simulated true ATE effect.

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

 ATETrueValue(dgptype = 1, vIdx = c(1,2,3,4), n = 100, g = 4, pi = c(0.5,0.5,0.5,0.5))
 ATETrueValue(dgptype = 2, vIdx = c(1,2,3,4), n = 100, g = 4, pi = c(0.5,0.5,0.5,0.5))
 ATETrueValue(dgptype = 3, vIdx = c(1,2,3,4), n = 100, g = 4, pi = c(0.5,0.5,0.5,0.5))
 

drcarlate documentation built on July 9, 2023, 6:16 p.m.