Created
June 28, 2024 06:24
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An example of P-value function
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library(ggplot2) | |
set.seed(123) | |
x <- rweibull(50,1.5) - log(2)^(1/1.5) | |
qweibull(0.5,1.5)- log(2)^(1/1.5) #中央値が0の分布 | |
sx <- jitter(sort(x)) #ちょうど0をなくすため | |
pv_w <- sapply(sx,function(m)wilcox.test(x, mu=m)$p.value) | |
pv_s <- sapply(sx,function(m)binom.test(sum(x>m), length(x))$p.value) | |
df4p <- data.frame(x=x,sx=sx,sign=pv_s,wilcox=pv_w) | |
m <- median(x) | |
null_wilcox <- wilcox.test(x, conf.int = TRUE) | |
ggplot(df4p, aes(x=sx))+ | |
geom_step(aes(y=sign, colour="sign"))+ | |
geom_step(aes(y=wilcox, colour="wilcoxon"))+ | |
geom_rug(aes(x=x))+ | |
geom_point(data = NULL,aes(x=null_wilcox$estimate,y=0, colour="wilcoxon"))+ | |
geom_point(data = NULL,aes(x=m,y=0, colour="sign"))+ | |
theme_bw(18)+ | |
labs(colour="method", y="p-value", x="x") | |
#ggsave("pfun_wil.png") |
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