A very fast way to decide if a datapoint lies
in a region
We make the decision
boundaries orthogonal to
one axis of the space
and parallel to all the
other axes.
This is easy to
illustrate in a 2-D
space
Then we can locate the
region that a datapoint
lies in using a number of
very simple tests that is
logarithmic in the
number of regions.