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Linear Algebra

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238 Chapter 3. Maps Between Spaces<br />

3.V Change of Basis<br />

Representations, whether of vectors or of maps, vary with the bases. For instance,<br />

with respect to the two bases E2 and<br />

� � � �<br />

1 1<br />

B = 〈 , 〉<br />

1 −1<br />

for R2 , the vector �e1 has two different representations.<br />

� �<br />

� �<br />

1<br />

1/2<br />

RepE2 (�e1) = Rep<br />

0<br />

B(�e1) =<br />

1/2<br />

Similarly, with respect to E2, E2 and E2,B, the identity map has two different<br />

representations.<br />

� �<br />

� �<br />

1 0<br />

1/2 1/2<br />

RepE2,E2 (id) =<br />

Rep<br />

0 1<br />

E2,B(id) =<br />

1/2 −1/2<br />

With our point of view that the objects of our studies are vectors and maps, in<br />

fixing bases we are adopting a scheme of tags or names for these objects, that<br />

are convienent for computation. We will now see how to translate among these<br />

names—we will see exactly how representations vary as the bases vary.<br />

3.V.1 Changing Representations of Vectors<br />

In converting Rep B(�v) toRep D(�v) the underlying vector �v doesn’t change.<br />

Thus, this translation is accomplished by the identity map on the space, described<br />

so that the domain space vectors are represented with respect to B and<br />

the codomain space vectors are represented with respect to D.<br />

Vw.r.t. B<br />

⏐<br />

id�<br />

Vw.r.t. D<br />

(The diagram is vertical to fit with the ones in the next subsection.)<br />

1.1 Definition The change of basis matrix for bases B,D ⊂ V is the representation<br />

of the identity map id: V → V with respect to those bases.<br />

⎛<br />

.<br />

.<br />

⎜<br />

.<br />

.<br />

RepB,D(id) = ⎜<br />

⎝RepD(<br />

� β1) ··· RepD( � ⎞<br />

⎟<br />

βn) ⎟<br />

⎠<br />

.<br />

.<br />

.<br />

.

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