Find the nearest dot in a 2D space

Question

Yesterday I read a problem which can be translated into the following problem with slight modification:

The coordinate of a dot is expressed by (x, y) in a 2D space.

Answer 1

You can use a Bounding Volume Hierarchy. This does not improve on the worst-case complexity though, nor does it directly lead to an exact solution.