Created
January 18, 2015 18:48
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ridit <- function(x, category.var, reference.var = NULL, alpha=0.05) { | |
if (missing(category.var) || is.null(category.var) || !is.character(category.var)) | |
stop("Must specify category variable") | |
if (!is.factor(x[[category.var]])) stop("category variable must be a factor") | |
if (is.null(reference.var)) stop("Must specify reference group") | |
## make local copy | |
tmp <- x | |
tmp[, c(category.var)] <- list(NULL) | |
tmp <- apply(tmp, 2, function(x) x/sum(x)) | |
## compute riddit | |
do.ridit <- function(props) { ## props should be in order of levels (highest to lowest) | |
r <- rep(-1, length(props)) | |
for (i in 1:length(props)) { | |
if (i == length(props)) vals <- 0 | |
else vals <- props[(i+1):length(props)] | |
r[i] <- sum(vals) + 0.5*props[i] | |
} | |
return(r) | |
} | |
ridit.vals <- apply(tmp, 2, do.ridit) | |
ridit.vals <- cbind(x[[category.var]], data.frame(ridit.vals)) | |
names(ridit.vals)[1] <- category.var | |
## mean ridit for each group wrt specified reference | |
ref.ridit <- ridit.vals[[reference.var]] | |
mean.ridits <- apply(tmp, 2, function(col) sum(col*ref.ridit)) | |
## CI's | |
nref <- sum(x[[reference.var]]) | |
k <- length(mean.ridits)-1 | |
K <- k*(k+1)/2 | |
B <- qnorm(1-alpha/K/2) | |
cis <- do.call(rbind, lapply(names(mean.ridits), function(colname) { | |
n <- sum(x[[colname]]) | |
r <- mean.ridits[[colname]] | |
f <- B*sqrt(nref+n)/(2*sqrt(3*nref*n)) | |
return(data.frame(low=r-f, high=r+f)) | |
})) | |
cis <- cbind(group=names(mean.ridits), cis) | |
## remove reference var | |
ridit.vals[, c(reference.var)] <- list(NULL) | |
mean.ridits <- mean.ridits[ names(mean.ridits) != reference.var ] | |
cis <- subset(cis, group != reference.var) | |
list(category.ridit=ridit.vals, mean.ridit=mean.ridits, ci=cis) | |
} |
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