Problems from Chapter 3: Vector Spaces, Section 3: Vector Spaces
Problem 3.3.1
(a) Prove that the scalar product of a vector with the zero element of the scalar field is the zero vector.
Since scalar multiplication is linear in vector fields.
(b) Prove that if is in the vector space
then
is in
also.
Since the span of
is a subspace of
.
If
then there exists no linear combination such that
.
This is false for therefore
.
Problem 3.3.2
Which of the following subsets is a subspace of the vector space of
matrices with coefficients in
?
(a) symmetric matrices, i.e. .
Can change condition that to equivalent condition that
.
Addition preserves space membership. gives matrix
such that
Obviously swapping
gives
, therefore
symmetric.
scalar multiplication preserves symmetry and zero matrix is symmetric.
Therefore symmetric matrices form a vector subspace.
(b) invertible matrices.
Not a vector subspace as matrix is not invertible.
(c) upper triangular matrices.
Obviously if $latex A,B$ upper triangular then is upper-triangular as addition of matrices is elementwise.
is also upper triangular as multiplication by a scalar preserves zeroes.
The zero matrix is also an upper triangular matrix, as the definition requires only that if then
and not that if
then