Nothing
vim.singleBoth<-function(primes,mat.eval,cl,useN=TRUE){
n.col<-ncol(mat.eval)
mat.in<-matrix(0,n.col,n.col)
id.primes<-colnames(mat.eval)%in%primes
n.primes<-length(primes)
mat.in[id.primes,id.primes]<-1-diag(n.primes)
mat.in[!id.primes,!id.primes]<-diag(n.col-n.primes)
mat.in[id.primes,!id.primes]<-1
mat.pred<-mat.eval%*%mat.in
mat.pred[mat.pred>1]<-1
vec.improve<-colSums(mat.pred==cl)
preds<-rowSums(mat.eval[,id.primes,drop=FALSE])>0
n.corr<-sum(preds==cl)
vec.improve<-ifelse(id.primes,n.corr-vec.improve,vec.improve-n.corr)
if(!useN)
vec.improve<-vec.improve/length(cl)
# names(vec.improve)<-colnames(mat.eval)
vec.improve
}
vim.singleRemove<-function(primes,mat.eval,cl,useN=TRUE){
vec.improve<-numeric(ncol(mat.eval))
id.primes<-colnames(mat.eval)%in%primes
mat.eval<-mat.eval[,id.primes,drop=FALSE]
n.primes<-length(primes)
mat.in<-1-diag(n.primes)
mat.pred<-mat.eval%*%mat.in
mat.pred[mat.pred>1]<-1
improve<-colSums(mat.pred==cl)
preds<-rowSums(mat.eval)>0
n.corr<-sum(preds==cl)
vec.improve[id.primes]<-n.corr-improve
if(!useN)
vec.improve<-vec.improve/length(cl)
vec.improve
}
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