This is the proof for theorem 1.7 from the book which I don’t think we covered in lecture.
Theorem 1.7
If is a linearly independent subset of and is a vector in but not . Then is linearly dependent if and if only if .
Proof:
: Since is linearly dependent, then there are vectors in and not all zero scalars such that
But we know that is linearly independent so this means one of the vectors in must be . without the loss of generality let and so
This tells us that is a linear combination of the elements of in . Therefore, by definition, .
: Let , then there exists vectors in and scalars such that
Moving to the other side, we see that,
We know here that is not in and so none of the vectors are equal to . Moreover, the coefficient of is none zero. Therefore, by the definition of linear dependence, is linearly dependent. .
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