Created
June 1, 2024 08:46
-
-
Save abikoushi/0ed0866718a3eb3d0ff96103bd432771 to your computer and use it in GitHub Desktop.
confidence intervals via sign test
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
binomfun <- function(c,n){ | |
sum(choose(n,n/2+seq(-c,c))/(2^n)) | |
} | |
signCI <- function(x,level){ | |
n <- length(x) | |
sx <- sort(x) | |
alpha_c = sapply(1:(n/2), binomfun, n=n) | |
k <- which.max(alpha_c-(level)>0) | |
lower <- sx[k] | |
upper <- sx[n-k+1] | |
return(c(lower,upper)) | |
} | |
set.seed(1) | |
x <- rweibull(50,2,1) | |
#png("sign_ci.png") | |
curve(pweibull(x,2,1, lower.tail = FALSE), 0, 4) | |
points(x,numeric(50)) | |
levs <- c(0.1,0.25,0.5,0.6,0.7,0.8,0.9,0.95,0.99) | |
for(i in 1:length(levs)){ | |
ci <- signCI(x,level=levs[i]) | |
arrows(ci[1],levs[i],ci[2],levs[i], | |
col = "royalblue", | |
code=3,length = .05, | |
angle=90) | |
} | |
#dev.off() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment