library(testthat)
library(semhelpinghands)
# Example from https://lavaan.ugent.be/tutorial/mediation.html
library(lavaan)
set.seed(1234)
n <- 1000
X <- runif(n) - .5
M <- 0.20*X + rnorm(n)
Y <- 0.17*M + rnorm(n)
Data <- data.frame(X = X, Y = Y, M = M)
model <- ' # direct effect
Y ~ c*X
# mediator
M ~ a*X
Y ~ b*M
# indirect effect (a*b)
ab := a*b
# total effect
total := c + (a*b)
'
set.seed(1234)
# One bootstrap replication failed. Kept intentionally.
suppressWarnings(system.time(fit <- sem(model,
data = Data,
se = "boot",
bootstrap = 50)))
model1 <- ' # direct effect
Y ~ c*X
# mediator
M ~ a*X
Y ~ b*M
# indirect effect (a*b)
ab := a*b
'
set.seed(1234)
# One bootstrap replication failed. Kept intentionally.
suppressWarnings(system.time(fit1 <- sem(model1,
data = Data,
se = "boot",
bootstrap = 50)))
model2 <- ' # direct effect
Y ~ c*X
# mediator
M ~ a*X
Y ~ b*M
'
set.seed(1234)
# One bootstrap replication failed. Kept intentionally.
suppressWarnings(system.time(fit2 <- sem(model2,
data = Data,
se = "boot",
bootstrap = 50)))
model3 <- ' # direct effect
Y ~ c*X
# mediator
M ~ a*X
Y ~ b*M
# indirect effect (a*b)
ab := a*b
'
set.seed(1234)
# One bootstrap replication failed. Kept intentionally.
suppressWarnings(system.time(fit3 <- sem(model3,
data = Data)))
fit_boot_def <- store_boot_def(fit)
fit_boot_def1 <- store_boot_def(fit1)
# Test store_boot_def()
boot_def_test <- get_boot_def(fit_boot_def)
boot_def_test1 <- get_boot_def(fit_boot_def1)
est_org <- coef(fit, type = "user")[colnames(boot_def_test)]
boot_tmp <- list(t0 = est_org,
t = boot_def_test,
R = nrow(boot_def_test))
# Adapted from boot
boot_ci <- sapply(seq_along(est_org), function(x) {
if (all(abs(boot_def_test[, x] -
mean(boot_def_test[, x], na.rm = TRUE)) <
1e-8) ||
all(is.na(boot_def_test[, x]))) {
return(c(NA, NA))
}
boot::boot.ci(boot_tmp,
index = x,
type = "perc",
conf = .95)$percent[4:5]
})
est <- parameterEstimates(fit)
test_that("store_boot_def", {
expect_equal(as.vector(t(boot_ci)),
unlist(est[7:8, c("ci.lower", "ci.upper")]),
ignore_attr = TRUE)
expect_equal(length(dim(boot_def_test1)),
2)
expect_true(is.null(get_boot_def(store_boot_def(fit2))))
expect_error(store_boot_def(fit3))
})
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.