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Cosine similarity uses vectors and can calculate similarity for sets and multisets (=bags). If used for similarity of sequences (of characters, words, sentences, lines, ...) the comparison is unordered and each kind of element is a feature = dimension in the vector space. Thus the letters of the word 'banana' are transformed into a set [a, b, n] or a bag {a: ...

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