Thanks to visit codestin.com
Credit goes to code.bioconductor.org

R/generate_points.R
8140d996
 generate_points <-
 function(W, unlabeled, labeling) {
 	n <- nrow(W);
 	N <- length(labeling[-unlabeled]);
 	N_pos <- length(which(labeling[-unlabeled] == 1));
 	pos_rate <- N_pos/N;					
 	p <- length(unlabeled);
 	# generating random labels for unlabeled nodes according to the distribution B(p, N_pos/N) 			
 	y_rand <- generate_labels(p, pos_rate);		
 	labeling[unlabeled] <- y_rand;			
 	labeling[labeling <=0] <- 0;
 	pos_vect <- W %*% labeling;	
 	neg_vect <- W %*% (1-labeling)
 	res <- list(pos_vect = pos_vect, neg_vect = neg_vect);
 	return (res);
 }