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thecopy
on July 15, 2015
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Yinyang K-Means: A Replacement for Classic K-Means...
Another approach is to transform the dataset into a smaller but representative dataset, called a core-set, and running k-means on that core-set instead which produces a "(1+e )-approximation for the optimal cluster centers".
See
http://people.csail.mit.edu/dannyf/kmeancoreset.pdf
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See http://people.csail.mit.edu/dannyf/kmeancoreset.pdf