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If you have only a single k-complex and you want to get the closest point regardless of whether it is a neighbor, then you can simply use any spatial index that supports nearest neighbor queries. For low dimensionality, such as 3 or 6, kd-trees, r-trees or some quadtrees (such as the PH-Tree) will work fine. In my experience, especially the R-Tree and PH-...

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