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The KD tree data structure can be used for all kinds of searches that involve N-dimensional vectors. For example, neighbor searches (find all points within a radius of a given point) or finding all point pairs in a set that are within a certain radius of each other. See "Computational Geometry: Algorithms and Applications" (Mark de Berg, Marc van Kreveld, Mark Overmars, Otfried Schwarzkopf).
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