A method is proposed for approximation of the classic edit distance between strings. The method is based on a mapping of strings into vectors belonging to a space with an easily calculable metric. The method preserves the closeness of strings and makes it possible to accelerate the computation of edit distances. The developed q-gram method of approximation of edit distances and its two randomized versions improves the approximation quality in comparison with well-known results.

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