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October 20, 2025 07:20
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Comparison Brunner-Munzel and Wilcoxon rank sum test (my first try)
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| library(brunnermunzel) | |
| #https://cran.r-project.org/web/packages/brunnermunzel/vignettes/usage.html | |
| ## median of the difference: point a s.t. P(X-Y<a)+.5*P(X-Y=a) = 0.5 | |
| conv <- function(x){ | |
| #numerical convolution | |
| integrate(function(y){dnorm(x+y,mu)*dexp(y)},-Inf,0)$value + | |
| integrate(function(y){dnorm(x+y,mu)*dexp(y)},0,Inf)$value | |
| } | |
| conv <- Vectorize(conv) | |
| m_root <- uniroot(function(x)integrate(conv,-Inf,x)$value-0.5, c(-1,0)) | |
| print(m_root$root) | |
| #-0.1825963 | |
| mu <- qexp(0.5) | |
| print(qnorm(0.5,mu,1)) | |
| set.seed(123) | |
| Y1 = rnorm(10, mean = mu) | |
| Y2 = rexp(10) | |
| pvfun_b = function(loc,x,y){ | |
| sapply(loc, function(m)brunnermunzel.test(x-m, y)$p.value) | |
| } | |
| pvfun_w = function(loc,x,y){ | |
| sapply(loc, function(m)wilcox.test(x, y, mu = m)$p.value) | |
| } | |
| # png("pvalue_fun.png") | |
| curve(pvfun_b(x,Y1,Y2), -2, 2, ylim=c(0,1), n=501, col="firebrick", ylab="p-value", lwd=1.5) | |
| curve(pvfun_w(x,Y1,Y2), -2, 2, add = TRUE, n=501, col="steelblue", lty=4, lwd=1.5) | |
| legend("topleft", c("brunnermunzel.test", "wilcox.test"), lty=c(1,4), col=c("firebrick","steelblue"), lwd=2) | |
| points(m_root$root, 1, pch=4, lwd=2) | |
| # dev.off() | |
| #### | |
| pv_b = numeric(10000) | |
| pv_w = numeric(10000) | |
| for(i in 1:10000){ | |
| Y1 = rnorm(100, mean = mu, sd = 1) | |
| Y2 = rexp(100) | |
| pv_b[i] = brunnermunzel.test(Y1-m_root$root, Y2)$p.value | |
| pv_w[i] = wilcox.test(Y1, Y2, mu = m_root$root)$p.value | |
| } | |
| # png("dist_pvalue.png") | |
| plot(ecdf(pv_b),col="firebrick", ylab="actual", xlab = "nominal", main="") | |
| curve(ecdf(pv_w)(x), add=TRUE,col="steelblue", lty=4, lwd=1.5) | |
| legend("topleft", c("brunnermunzel.test", "wilcox.test"), lty=c(1,4), col=c("firebrick","steelblue"), lwd=2) | |
| # dev.off() |
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