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Linear Algebra, 2020a

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Section I. Isomorphisms 185<br />

2.3 Theorem Vector spaces are isomorphic if and only if they have the same<br />

dimension.<br />

In this double implication statement the proof of each half involves a significant<br />

idea so we will do the two separately.<br />

2.4 Lemma If spaces are isomorphic then they have the same dimension.<br />

Proof We shall show that an isomorphism of two spaces gives a correspondence<br />

between their bases. That is, we shall show that if f: V → W is an<br />

isomorphism and a basis for the domain V is B = 〈⃗β 1 ,...,⃗β n 〉 then its image<br />

D = 〈f(⃗β 1 ),...,f(⃗β n )〉 is a basis for the codomain W. (The other half of the<br />

correspondence, that for any basis of W the inverse image is a basis for V, follows<br />

from the fact that f −1 is also an isomorphism and so we can apply the prior<br />

sentence to f −1 .)<br />

To see that D spans W, fixany⃗w ∈ W. Because f is an isomorphism it is<br />

onto and so there is a ⃗v ∈ V with ⃗w = f(⃗v). Expand ⃗v as a combination of basis<br />

vectors.<br />

⃗w = f(⃗v) =f(v 1<br />

⃗β 1 + ···+ v n<br />

⃗β n )=v 1 · f(⃗β 1 )+···+ v n · f(⃗β n )<br />

For linear independence of D, if<br />

⃗0 W = c 1 f(⃗β 1 )+···+ c n f(⃗β n )=f(c 1<br />

⃗β 1 + ···+ c n<br />

⃗β n )<br />

then, since f is one-to-one and so the only vector sent to ⃗0 W is ⃗0 V , we have that<br />

⃗0 V = c 1<br />

⃗β 1 + ···+ c n<br />

⃗β n , which implies that all of the c’s are zero. QED<br />

2.5 Lemma If spaces have the same dimension then they are isomorphic.<br />

Proof We will prove that any space of dimension n is isomorphic to R n . Then<br />

we will have that all such spaces are isomorphic to each other by transitivity,<br />

which was shown in Theorem 2.2.<br />

Let V be n-dimensional. Fix a basis B = 〈⃗β 1 ,...,⃗β n 〉 for the domain V.<br />

Consider the operation of representing the members of V with respect to B as a<br />

function from V to R n .<br />

⎛ ⎞<br />

v 1<br />

Rep<br />

⃗v = v 1<br />

⃗β 1 + ···+ v n<br />

⃗β<br />

B ⎜ ⎟<br />

n ↦−→ ⎝ . ⎠<br />

v n<br />

It is well-defined ∗ since every ⃗v has one and only one such representation (see<br />

Remark 2.7 following this proof).<br />

∗ More information on well-defined is in the appendix.

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