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MATH-1371: Elkan's enhancement to "K-Means" algorithm.
Original implementation is a old PR provided by Artem Barger. Updated and changed to pass the code style checks. I did not review how this algorithm departs from the other implementations available in the same package, and whether some other design could minimize duplicate codes (but it would have been a pity to drop a potential performance improvement). A thorough examination should be considered, when tackling the refactoring of the "clustering" package. Closes #35.
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