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Finding hidden (statistical) structure in unlabelled data, including clustering and feature extraction for dimensionality reduction.

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What are suitable clustering algorithms for high dimensional data, where I do not have to input a predetermined number of clusters?
asked Jun 24 '15 by N. McA.