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Linear Algebra, 2020a

Linear Algebra, 2020a

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Section III. Basis and Dimension 131<br />

2.4 Theorem In any finite-dimensional vector space, all bases have the same<br />

number of elements.<br />

Proof Fix a vector space with at least one finite basis. Choose, from among<br />

all of this space’s bases, one B = 〈⃗β 1 ,...,⃗β n 〉 of minimal size. We will show<br />

that any other basis D = 〈⃗δ 1 ,⃗δ 2 ,...〉 also has the same number of members, n.<br />

Because B has minimal size, D has no fewer than n vectors. We will argue that<br />

it cannot have more than n vectors.<br />

The basis B spans the space and ⃗δ 1 is in the space, so ⃗δ 1 is a nontrivial linear<br />

combination of elements of B. By the Exchange Lemma, we can swap ⃗δ 1 for a<br />

vector from B, resulting in a basis B 1 , where one element is ⃗δ 1 and all of the<br />

n − 1 other elements are ⃗β’s.<br />

The prior paragraph forms the basis step for an induction argument. The<br />

inductive step starts with a basis B k (for 1 k

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