sim_mediation_data: Simulate data for analysis.

In roqe/MACtest:

Simulate data for analysis.

Description

Simulate data for analysis.

Usage

sim_mediation_data(
  hypo = "H00",
  sample_size = 1000,
  num_mediators = 30,
  num_mechanisms = 10000,
  num_covariates = 2,
  SS = NULL,
  har = 0.1,
  mm = 0,
  vv = 0,
  sm = 5,
  mc = 5,
  Styp = "C"
)

Arguments

hypo	Hypothesis type: "H00" refers to the complete null hypothese (default); "G0A" refers to the null hypothese with only alpha-signals; "G0B" refers to the null hypothese with only beta-signals; "H02" refers to the cases with disjoint signals, if rho=0 then it is a null, otherwise alternative; "HA" refer to the alternative hypothesis with connected signals.
sample_size	Number of samples, default=1000.
num_mediators	Number of mediators, default=30.
num_mechanisms	Number of mechanisms, default=10000.
num_covariates	Number of covariates, default=2.
SS	The correlation matrix between mediators.
har	The percentage of mechanisms with signals within one experiment, default=0.1. (affect when hypo is not "H00")
mm	The mean of the signal, default=0. (affect when hypo is not "H00")
vv	The variance of the signal, default=0. (affect when hypo is not "H00")
sm	Number of mediators with signal within one mechanism, default=5. (affect when hypo is not "H00")
mc	Number of cores for parallel computing, default=5.

Examples

H00=sim_mediation_data()
H00_ss=sim_mediation_data(sample_size=100)
H00_rh=sim_mediation_data(rho=0)
G0A=sim_mediation_data(hypo="G0A",har=0.1,mm=0,vv=0.05,sm=5)
G0B=sim_mediation_data(hypo="G0B",har=0.1,mm=0,vv=0.05,sm=5)
H02_null=sim_mediation_data(hypo="H02",har=1,mm=0,vv=0.05,sm=2)
HA=sim_mediation_data(hypo="HA",mm=0.1,vv=0.1,sm=10)

roqe/MACtest documentation built on Aug. 6, 2023, 9:53 a.m.