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Linear Algebra, Theory And Applications, 2012a

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58 MATRICES AND LINEAR TRANSFORMATIONS<br />

Proof 2:<br />

that<br />

Define span{y 1 , ··· , y s }≡V, it follows there exist scalars c 1 , ··· ,c s such<br />

s∑<br />

x 1 = c i y i . (2.23)<br />

i=1<br />

Not all of these scalars can equal zero because if this were the case, it would follow that<br />

x<br />

∑ 1 = 0 and so {x 1 , ··· , x r } would not be linearly independent. Indeed, if x 1 = 0, 1x 1 +<br />

r<br />

i=2 0x i = x 1 = 0 and so there would exist a nontrivial linear combination of the vectors<br />

{x 1 , ··· , x r } which equals zero.<br />

Say c k ≠0. Then solve ((2.23)) for y k and obtain<br />

⎛<br />

⎞<br />

s-1 vectors here<br />

{ }} {<br />

y k ∈ span ⎝x 1 , y 1 , ··· , y k−1 , y k+1 , ··· , y s<br />

⎠ .<br />

Define {z 1 , ··· , z s−1 } by<br />

{z 1 , ··· , z s−1 }≡{y 1 , ··· , y k−1 , y k+1 , ··· , y s }<br />

Therefore, span {x 1 , z 1 , ··· , z s−1 } = V because if v ∈ V, there exist constants c 1 , ··· ,c s<br />

such that<br />

∑s−1<br />

v = c i z i + c s y k .<br />

i=1<br />

Now replace the y k in the above with a linear combination of the vectors, {x 1 , z 1 , ··· , z s−1 }<br />

to obtain v ∈ span {x 1 , z 1 , ··· , z s−1 } . The vector y k , in the list {y 1 , ··· , y s } , has now been<br />

replaced with the vector x 1 and the resulting modified list of vectors has the same span as<br />

the original list of vectors, {y 1 , ··· , y s } .<br />

Now suppose that r>sand that span {x 1 , ··· , x l , z 1 , ··· , z p } = V where the vectors,<br />

z 1 , ··· , z p are each taken from the set, {y 1 , ··· , y s } and l + p = s. This has now been done<br />

for l = 1 above. Then since r>s,it follows that l ≤ s

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