Created
June 19, 2016 10:44
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Fold change with confidence interval
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fold_change <- function(x, y, confidence.level=90, var.equal=F) | |
{ | |
fc.interval(length(x), mean(x), var(x), length(y), mean(y), var(y), confidence.level, var.equal) | |
} | |
fc.interval <- function(x.n, x.mu, x.var, y.n, y.mu, y.var, confidence.level=90, var.equal=F) | |
{ | |
mu <- x.mu - y.mu | |
if (var.equal) { | |
nu <- x.n + y.n - 2 | |
se <- sqrt(((x.n-1)*x.var + (y.n-1)*y.var) / nu) * sqrt(1/x.n + 1/y.n) | |
} | |
else { | |
nu <- (x.var/x.n + y.var/y.n)^2 / (x.var^2/x.n^2/(x.n-1) + y.var^2/y.n^2/(y.n-1)) | |
se <- sqrt(x.var/x.n + y.var/y.n) | |
} | |
t <- -qt((1-confidence.level/100)/2, df=nu) | |
if (mu >= 0) { | |
mu.lower <- max(0, mu - t*se) | |
mu.upper <- mu + t*se | |
} | |
else { | |
mu.lower <- min(0, mu + t*se) | |
mu.upper <- mu - t*se | |
} | |
data.frame(fc=mu, df=nu, lower=mu.lower, upper=mu.upper) | |
} |
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