In the special case of orthogonal projectors,
.
Nonorthogonal projectors transform vectors to
by
``casting the shadow'' at a different angle from the perpendicular to the
plane
.

If P is a projector onto
, so that PX=X, then

for all possible values of
. For this reason, all projections of y
onto
are linear unbiased estimators of
,
differing according to the direction the projectors go along. The OLS
estimator is the orthogonal projection of y. In
the figure above
we illustrate nonorthogonal projection.