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TomS1987
TomS1987

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Fast Clustering

For large scale data, there is no current existing approach is optimal. DBSCAN requires O(n2) time, Fast-DBSCAN only works well in 2 dimensions, and ρ-Approximate DBSCAN runs in O(n) expected time which needs dimension D to be a relative small constant for the linear running time to hold. If someone averagely runs in O(n*log(n)) with the help of indexing technique, it is also well.

from reference:[]

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