Minh Nguyen mtn8286
Week 11 7.2.8
http://calclab.math.tamu.edu/~mtn8286/7_2_8.html
Problem:
Determinants are defined for matrices, but at some points in this section
we have referred to the determinant of a linear function, thereby tacitly
assuming that the determinant does not depend on which matrix representation
of the function is used to calculate the determinant.
(a) Show that this assumption is justified for a linear function
L : V ®V, with the understanding that the basis used for V in its
role as domain is the same as the basis used for V in its role as
codomain.
(b) Show why the assumption is not justified for a linear function
L : V ®W, where V and W are two unrelated vector spaces that simply
happen to have the same dimension (so that the determinants of the
matrix representations of L are defined).
Solution:
Recall the change of basis theorem from Section 4.4 and 4.5.
Let V be an n-dimensional space for both domain and codomain. Choose
as the basis for V (domain) and
as the basis
for V (codomain). Let L be a linear function from V into V whose matrix
with respect to the these bases is A.
Choose the same new basis
for V(domain and codomain)
related to the natural bases by a matrix G.
Then the matrix of L with respect to the new basis is: G-1AG
If the determinant does not depend on the matrix representation of L, then
det A = det (G-1AG)
By the identity : det (AB) = (det A)(det B)
det A = det (G-1AG) = 1/(det G)(det A)(det G) = det A
We will demonstrate det A = det (G-1AG) by computing the determinants of
the following change-of-basis :
(b)
Let V be an n-dimensional space for the domain and W be an n-dimensional
space for the codomain. Choose a basis
for V and basis
for W. (Let L be a linear function from V into W whose
matrix with respect to the these bases is A.
Let
be a new basis for V related to the natural basis
by a matrix G:
,
And
be a new basis for W related to the natural basis
by a matrix H:
.
Then the matrix of L with respect to the new bases is: H-1AG
If the determinant does depend on the matrix representation of L, then
det A ¹ det (H-1AG)
By the identity : det (AB) = (det A)(det B)
det A ¹ det (H-1AG) = 1/(det H)(det A)(det G)
Again using the change-of-basis in (a) and introducing a new basis H ,
we will show det A ¹ det (H-1AG):