#Fat content (in percentage) of $n=10$ randomly selected hot dogs x = c(25.2,21.3,22.8,17,29.8,21,25.5,16,20.9,19.5) qqnorm(x) qqline(x) n = length(x) s = sd(x) alpha=0.05 mean(x)+c(-1,1)*qt(1-alpha/2,n-1)*s/sqrt(n) #Direct use of routine in R t.test(x,conf.level=0.95)$conf.int #Prediction interval: mean(x)+c(-1,1)*qt(1-alpha/2,n-1)*s*sqrt(1+1/n) #Confidence interval for sigma^2 (n-1)*s^2*1/qchisq(c(1-alpha/2,alpha/2),n-1) library(asbio) ci.sigma(x) #Confidence interval for sigma sqrt(n-1)*s*1/sqrt(qchisq(c(1-alpha/2,alpha/2),n-1)) sqrt(ci.sigma(x)$ci)