I think this docstring would be clearer if you ended it with `... two sets of points.`

Also, a description of the Hausdorff distance would be nice. It's a bit tough to describe, I guess, but maybe something like, "The  Hausdorff distance is the maximum distance between any point on ``a`` and its nearest point on ``b``, and vice-versa".