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runs.test.R
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runs.test <- function(x, k = NA, alternative = c("two.sided", "less", "greater"), exact = TRUE, correct = TRUE) {
alternative <- match.arg(alternative)
DNAME <- deparse(substitute(x))
if (length(intersect(match(x, c(0, 1)), NA)) == 1) {
k <- if (is.na(k)) median(x) else k
z <- as.numeric(x > k)
} else {
z <- x
}
m <- length(z[z == 0])
n <- length(z[z == 1])
R <- 0
l <- -1
for (i in z) {
if (i != l)
R <- R + 1
l <- i
}
pruns <- function(q, m, n, lower.tail = TRUE) {
p <- 0
for (r in 2:q) {
if (r %% 2 == 0) {
p <- p + (2 * choose(m - 1, r / 2 - 1) * choose(n - 1, r / 2 - 1)) / choose(m + n, n)
}
else {
p <- p + (choose(m - 1, (r - 3) / 2) * choose(n - 1, (r - 1) / 2) + choose(m - 1, (r - 1) / 2) * choose(n - 1, (r - 3) / 2)) / choose(m + n, n)
}
}
if (lower.tail)
p
else
1 - p
}
names(R) <- "R"
parameters <- c(k, m, n)
names(parameters) <- c('K', 'below K: m', 'above K: n')
if (exact) {
PVAL <-
switch(alternative,
"two.sided" = {
p <- if(R > (2 * m * n / (m + n) + 1))
pruns(R - 1, m, n, lower.tail = FALSE)
else
pruns(R, m, n)
min(2 * p, 1)
},
"greater" = {
pruns(R - 1, m, n, lower.tail = FALSE)
},
"less" = pruns(R, m, n))
} else {
M <- 2 * m * n / (m + n) + 1
V <- 2 * m * n * (2 * m * n - m - n) / ((m + n) ^ 2 * (m + n - 1))
AD <- 0
if (correct) {
AD <- if (R < M) 0.5 else if (R > M) -0.5 else 0
}
Z <- (R + AD - M) / sqrt(V)
PVAL <-
switch(alternative,
"two.sided" = {
2 * pnorm(abs(Z), lower.tail = FALSE)
},
"greater" = {
pnorm(Z, lower.tail = FALSE)
},
"less" = pnorm(Z))
parameters <- c(parameters, Z)
names(parameters)[4] <- 'Z'
}
structure(list(statistic = R, parameter = parameters, alternative = alternative, p.value = PVAL, method = "Runs Test", data.name = DNAME), class = "htest")
}