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Fast Euclidean OPTICS with Bounded Precision in Low Dimensional Space.

SIGMOD/PODS '18: International Conference on Management of Data Houston TX U..., pp.1067-1082, (2018)

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Abstract

OPTICS is a popular method for visualizing multidimensional clusters. All the existing implementations of this method have a time complexity of $O(n^2)$ --- where n is the size of the input dataset --- and thus, may not be suitable for datasets of large volumes. This paper alleviates the problem by resorting to approximation with guarante...More

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