However, the dimensionality reduction method of the present invention is computationally faster than the SVD method by a factor of k*log(n) and, additionally, the method of the present invention is also faster because empirically it has been found that A is a much smaller constant than B. Over a sparse data set, the dimensionality reduction method of the present invention preserves the favorable d