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# Implements Gaussian Nonnegative Matrix Factorization (GNMF)
#
# [Chao Liu, Hung-chih Yang, Jinliang Fan, Li-Wei He, Yi-Min Wang:
# Distributed nonnegative matrix factorization for web-scale dyadic 
# data analysis on mapreduce. WWW 2010: 681-690]

m_gnmf = function(Matrix[Double] X, Integer rnk, Double eps = 1e-8, Integer maxi = 10) 
  return (Matrix[Double] W, Matrix[Double] H) 
{
  #initialize W and H
  W = rand(rows=nrow(X), cols=rnk, min=-0.05, max=0.05);
  H = rand(rows=rnk, cols=ncol(X), min=-0.05, max=0.05);

  i = 0;
  while(i < maxi) {
    H = H * ((t(W) %*% X) / (((t(W) %*% W) %*% H)+eps));
    W = W * ((X %*% t(H)) / ((W %*% (H %*% t(H)))+eps));
    i = i + 1;
  }
}
