Exercise 2.4.9. Let be a matrix representing a system of
equations in
unknowns, and assume that the only solution to
is 0. What is the rank of
? Explain your answer.
Answer: is a linear combination of the columns of
with the coefficients being the entries of
, namely
. If the only time when
is when
itself is zero (i.e., the coefficients
are all zero) then all the columns of
are linearly independent. Since the rank
of
is the same as the number of linearly independent columns of
we then have
.
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
.