The cosine distance between the word distribution for documents ¡ X and ¡ is computed as: This measure has been found to perform well and was used by all the TDT 2002 link detection systems (unpublished presentations at the TDT2002 workshop).
to the Euclidean distance based cosine measure, the Hellinger measure is a probabilistic measure.