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There is a method of clustering in Mathematica named "Optimize" which find clustering by local optimization. Here is the ref http://reference.wolfram.com/language/tutorial/PartitioningDataIntoClusters.html

But contrary to KMeans or KMedoids methods I could not find any mathematically rigorous description of Optimize method. Could anyone give me the reference to the mathematical description of this clustering method?

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  • $\begingroup$ Perhaps in http://mathworld.wolfram.com/ClusterAnalysis.html you might find some referneces $\endgroup$ – Ulrich Neumann Jan 20 '18 at 10:03

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