Computing on which side a training point lies
• First compute all the pairwise
distances between training points.
• Then, just look up the distance from
a training point to each of the two
“poles” of the hyper-plane.
– This is very efficient for high-
dimensional spaces.
• The computational efficiency and
the low complexity both come from
the fact that we define 0(N^2)
hyper-planes using only N points.
pole 2
pole 1