Brief overview of the development of the relationship between a linear transformation T and its associated matrix M.
Assumptions:
Vector spaces and bases have been discussed. In addition, the fact that a linear
transformation
is completely determined by its action on a basis has been covered.
Sketch of the development:
Let S = {e1,e2, ... , en}
be the standard (natural) basis for Rn. Then for v in Rn
we can express v as a linear combination of the vectors in S:
.
It follows by the linearity property for linear transformations that
.
Hence the m by n matrix M associated with the linear transformation T is given by
.
Since T(ej) is in Rm, matrix M is m by n.