We also experiment with a number of simple but widely-used geometric and information theoretic distance/similarity measures.
we use Kullback-Leibler (KL) divergence (Kullback and Leibler, 1951), Jensen-Shannon (JS) divergence (Lin, 1991), Euclidean distance and Cosine distance.