Theorem
Let be a finite dimensional vector space and let
be a linearly dependent subset of
. Then, the following are equivalent,
- Some vector in
can be written as a linear combination of other vectors in
,
- The set
is linearly dependent.
Proof
We will prove the implication in one direction only, as the reverse is simply the same working but in the opposite direction, as all steps will be equivalences.
We will first prove that . We assume that a set of vectors
is linearly dependent, so that we may write
Where are vectors in
. Since, by definition of linear dependence, we know that this implies that there exists a
in
. Let us consider this particular
. If we subtract this vector and coefficient product from both sides, and then divide by
, we obtain the following,
Now, since we have on the RHS, we know that the RHS does not contain the
. We have thus shown that
. The reverse implication is simply the same logic in reverse, which completes the proof.