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# Simulations of confidence intervals
rp.ci <- function(mu = 0, sigma = 1, sample.sizes = c(30, 50, 100, 200, 500), confidence = 0.95,
panel = TRUE, panel.plot = TRUE, hscale = NA, vscale = hscale) {
if (is.na(hscale)) {
if (.Platform$OS.type == "unix") hscale <- 1
else hscale <- 1.4
}
if (is.na(vscale))
vscale <- hscale
ci.sim <- function(panel) {
n <- as.numeric(panel$ssize)
mu <- as.numeric(panel$pars[1])
sigma <- as.numeric(panel$pars[2])
X <- matrix(rnorm(n * 100, mu, sigma), ncol = n)
Xmean <- apply(X, 1, mean)
Xsd <- apply(X, 1, sd)
limit <- qt(1 - (1 - as.numeric(panel$confidence)) / 2, n - 1) * Xsd / sqrt(n)
lower <- Xmean - limit
upper <- Xmean + limit
panel$cover <- ((lower < mu) & (mu < upper))
panel$coverage <- panel$coverage + length(which(panel$cover))
panel$nsim <- panel$nsim + 100
panel$lower <- lower
panel$upper <- upper
if (panel$nopanel)
ci.plot(panel)
else
rp.control.put(panel$panelname, panel)
if (!panel$first) {
if (panel$panel.plot) rp.tkrreplot(panel, plot)
else rp.do(panel, ci.plot)
}
panel$first <- FALSE
panel
}
ci.plot <- function(panel) {
n <- as.numeric(panel$ssize)
mu <- as.numeric(panel$pars[1])
sigma <- as.numeric(panel$pars[2])
plot(mu + c(-5, 5) * sigma / sqrt(30), c(1, 100), type = "n", xlab = "y", ylab = "")
colour <- rep("blue", 100)
colour[!panel$cover] <- "red"
segments(panel$lower, 1:100, panel$upper, 1:100, col = colour)
abline(v = mu, lty = 2)
title("Simulated confidence intervals", col.main = "red", line = 3, cex.main = 1)
title(paste("Observed coverage: ", round(100 * panel$coverage / panel$nsim, 2), "%", sep = ""),
col.main = "blue", line = 2, cex.main = 1)
title(paste("(Simulation size: ", panel$nsim, ")", sep = ""), line = 1, cex.main = 1)
panel
}
reset.coverage <- function(panel) {
panel$coverage <- 0
panel$nsim <- 0
rp.control.put(panel$panelname, panel)
rp.do(panel, ci.sim)
panel
}
if (panel.plot & !requireNamespace("tkrplot", quietly = TRUE)) {
warning("the tkrplot package is not available so panel.plot has been set to FALSE.")
panel.plot <- FALSE
}
if (panel) {
panel <- rp.control("Simulated confidence intervals", panel.plot = panel.plot,
pars = c("mean" = mu, "s.d." = sigma), ssize = 30, confidence = confidence,
coverage = 0, nsim = 0, first = TRUE, nopanel = !panel)
rp.do(panel, ci.sim)
if (panel.plot)
rp.tkrplot(panel, plot, ci.plot, pos = "right", hscale = hscale, vscale = vscale,
background = "white")
rp.textentry(panel, pars, labels = c("mean", "s.d."), action = reset.coverage)
rp.radiogroup(panel, ssize, sample.sizes, title = "Sample size", action = reset.coverage)
rp.radiogroup(panel, confidence, c(0.90, 0.95, 0.99), title = "Confidence",
action = reset.coverage)
rp.button(panel, title = "Sample", action = ci.sim, repeatdelay = 500, repeatinterval = 200)
rp.button(panel, title = "Reset coverage count", action = reset.coverage)
if (!panel.plot)
rp.do(panel, reset.coverage)
}
else {
panel <- list(pars = c("mean" = mu, "s.d." = sigma), ssize = 30, confidence = confidence,
coverage = 0, nsim = 0, first = TRUE, nopanel = !panel)
ci.sim(panel)
}
invisible()
}
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