1. A document similarity calculation apparatus comprising: a similarity calculation unit which respectively calculates a similarity as a relative value between documents, with respect to combinations of a plurality of documents, using a document vector and a significance of a word included in the document; and a conversion unit which converts each similarity calculated by the similarity calculation unit to an absolute value by normalization.