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independ.test<-function(data) {
#cond.level<-0.075
#ord <- order(UU[,1])
N<-dim(data)[1]
#if(N%%2!=0) ord <- ord[-round(N/2,0)]
#st1<-UU[ord[(1:(length(ord)/2))],]
#st2<-UU[ord[((length(ord)/2+1):length(ord))],]
#library(TwoCop)
#set.seed(27)
#if(N>=200) sz<-100 else sz<-round((N/2)/100,0)*100
#teste<-foreach(j=1:39,.combine=rbind,.multicombine=TRUE) %do% {
# prob1<-sample(x=c(1:(N/2)),size=sz,replace=FALSE)
# prob2<-sample(x=c(1:(N/2)),size=sz,replace=FALSE)
# #prob1<-sample(x=c(1:N),size=sz,replace=FALSE)
# #prob2<-sample(x=c(1:N),size=sz,replace=FALSE)
# TwoCop(x=st1[prob1,],y=st2[prob2,],alpha=0.95,paired=TRUE)$pvalue
#}
#print(c("test.results",sort(teste),apply(teste,2,median)))
#test.res <- apply(teste,2,median)
#if(test.res<0.05) return(FALSE) else return(TRUE)
###pre-test#####
ken.tau<-cor(data[,1],data[,2],method="kendall")
T <- ( (9*N*(N-1)) / (2*(2*N+5)) )^0.5 * abs(ken.tau)
pval<-(2*(1-pnorm(T)))
if(pval<=0.05) return(pval)
else return(indepTest(data,indepTestSim(n=dim(data)[1],p=dim(data)[2],m=2,N=100))$pvalues)
###########
#d <- indepTestSim(n=dim(data)[1],p=dim(data)[2],m=2,N=100)
#test <- indepTest(data,indepTestSim(n=dim(data)[1],p=dim(data)[2],m=2,N=100))
#return(indepTest(data,indepTestSim(n=dim(data)[1],p=dim(data)[2],m=2,N=100))$pvalues)
}
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