#Evaluate the extreme value association (EVA) between two vectors
#Reference: http://www.biomedcentral.com/1755-8794/3/51
eva<-function(vec,resp){
vec.sorted=sort(vec, decreasing=TRUE)
resp.sorted=resp[names(vec.sorted)]
eva_vec<-rep(0, length(resp.sorted))
for(i in 1:length(vec.sorted)){
x=length(which(resp.sorted[1:i]==0)) #W
m=length(which(resp.sorted==1)) #W
n=length(which(resp.sorted==0)) #B
k=i
eva_vec[i]=-1*log10( phyper(x, n, m, k, log = FALSE))
#cat( phyper(x, n, m, k, log = FALSE), eva[i] , "\n")
}
return(eva_vec)
}
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