Hi,
A google search does not give me any hint :=(
Maybe somebody can help me to fix the error message I get : Error in
robdist.hbrfit(x) : x is probably collinear
# # # # # # # # # # # # # # # # # # # ## # # # # # # # # # # # # # #
bmi=c(23,43,21,23,45,65,45,11,12,13,23,34,NA,NA,34,35,45,65,43,23,12,11,15,43,23,88,78,79,89,89,99,43,21,34,32,45,65,76,56,45,34,23,12,32)
glucose=c(NA,12,23,11,12,21,23,21,23,43,23,12,NA,23,11,12,32,12,14,12,11,10,9,8,9,8,7,90,76,32,12,11,12,23,11,123,32,12,14,34,54,65,76,87)
crp=c(123,212,154,342,123,111,121,765,453,123,213,211,NA,NA,32,123,213,145,143,123,132,143,165,176,181,123,87,567,342,123,143,132,143,234,345,32,123,132,143,345,321,543,231,123)
age=c(67,45,34,56,87,NA,NA,23,18,65,45,87,65,33,23,65,43,23,43,12,132,56,76,87,98,78,76,56,78,54,34,56,76,99,12,45,34,65,76,87,98,97,64,53)
sex=c(0,1,1,0,1,0,1,0,0,1,1,1,NA,NA,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,1,0,0)
Dataset=data.frame( bmi,glucose,crp,age,sex)
newdata=na.omit(Dataset)
install.packages( "boot",dependencies=TRUE )
install.packages("remotes")
remotes :: install_github("kloke/hbrfit",force=TRUE)
install.packages( "quantreg",dependencies=TRUE )
library(boot)
library(hbrfit)
library(quantreg)
# function to obtain MSE
MSE <- function(data, indices, formula) {
d <- data[indices, ] # allows boot to select sample
fit <- hbrfit(formula, data = d)
ypred <- fit$fitted.values
mean((d[["crp"]]-ypred)^2)
}
# bootstrapping with 100 replications
results <- boot(data = newdata, statistic = MSE, R = 100, formula = crp ~
bmi+glucose+age+sex)
str(results)
boot.ci(results, type="norm" )
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