Review exercise 2.1. For each of the following subspaces of find a suitable set of basis vectors:
a) all vectors for which
b) all vectors for which and
c) all vectors consisting of linear combinations of the vectors ,
, and
Answer: a) Since there are no constraints on ,
, and
they may assume any value. (In other words,
,
, and
are all free variables and only
is a basic variable.) If
and
then the vector
is in the subspace and can serve as a basis vector. If
and
then we obtain a second basis vector
and if
and
then we obtain a third basis vector
.
The vector ,
and
thus form a basis for the subspace.
b) The two equations form the linear system
In this system and
are basic variables and
and
are free variables. If we set
and
then we have
and
. If we set
and
then we have
and
.
The two vectors and
are thus basis vectors for the subspace (which happens to be the nullspace of the matrix above).
c) We have . So of the three vectors only two are linearly independent, and
and
can serve as a basis for the subspace spanned by the vectors.
NOTE: This continues a series of posts containing worked out exercises from the (out of print) book Linear Algebra and Its Applications, Third Edition by Gilbert Strang.
If you find these posts useful I encourage you to also check out the more current Linear Algebra and Its Applications, Fourth Edition, Dr Strang’s introductory textbook Introduction to Linear Algebra, Fourth Edition
and the accompanying free online course, and Dr Strang’s other books
.