three-dimensional vector clustering

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I am looking for one or more algorithms that cluster points in non-euclidian vector space.

My axes, specifically, are X and Y in space and Z in time.

I was thinking about first clustering in X and Y only, then going ahead and internally clustering these by time.

I only know of graph-clustering algorithms so I'd be glad if anyone can give me some pointers.