
18 Linear Algebra?
The standard basis of 4 × 4 grayscale images:
A linear combination (blend) of basis vectors compose an image:
Figure 2.8: Standard basis representation of grayscale images.
Linear spaces are associated with inner products. The inner
(or dot) product between vectors v and w is denoted by hv, wi,
as we already saw in Chapter 1. If the coordinates of these vectors
are given by v
1
, ··· , v
n
and w
1
, ··· , w
n
, respectively, their inner
product is:
hv, wi =
X
i
v
i
w
i
.
As discussed in Chapter 1, the dot product of two vectors gives us
useful information about angles and length, and generally about
the metric of the linear space.
Matrices as linear ...