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Linear Algebra, 2020a

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214 Chapter Three. Maps Between Spaces<br />

1.2 Definition Suppose that V and W are vector spaces of dimensions n and m<br />

with bases B and D, and that h: V → W is a linear map. If<br />

⎛ ⎞<br />

⎛ ⎞<br />

h 1,1<br />

h 1,n<br />

h 2,1<br />

h 2,n<br />

Rep D (h(⃗β 1 )) =<br />

⎜ ⎟ ... Rep D (h(⃗β n )) =<br />

⎜ ⎟<br />

⎝ . ⎠<br />

⎝ . ⎠<br />

h m,1 h m,n<br />

then<br />

⎛<br />

Rep B,D (h) =<br />

⎜<br />

⎝<br />

D<br />

⎞<br />

h 1,1 h 1,2 ... h 1,n<br />

h 2,1 h 2,2 ... h 2,n<br />

⎟<br />

.<br />

⎠<br />

h m,1 h m,2 ... h m,n<br />

is the matrix representation of h with respect to B, D.<br />

In that matrix the number of columns n is the dimension of the map’s domain<br />

while the number of rows m is the dimension of the codomain.<br />

1.3 Remark As with the notation for represenation of a vector, the Rep B,D<br />

notation here is not standard. The most common alternative is [h] B,D .<br />

We use lower case letters for a map, upper case for the matrix, and lower case<br />

again for the entries of the matrix. Thus for the map h, the matrix representing<br />

it is H, with entries h i,j .<br />

1.4 Example If h: R 3 → P 1 is<br />

⎛<br />

then where<br />

⎜<br />

a ⎞<br />

1<br />

⎟<br />

⎝a 2 ⎠<br />

a 3<br />

h<br />

↦−→ (2a 1 + a 2 )+(−a 3 )x<br />

B,D<br />

⎛<br />

⎜<br />

0<br />

⎞ ⎛<br />

⎟ ⎜<br />

0<br />

⎞ ⎛ ⎞<br />

2<br />

⎟ ⎜ ⎟<br />

B = 〈 ⎝0⎠ , ⎝2⎠ , ⎝0⎠〉 D = 〈1 + x, −1 + x〉<br />

1 0 0<br />

the action of h on B is this.<br />

⎛<br />

⎜<br />

0<br />

⎞<br />

⎟<br />

⎝0⎠<br />

↦−→ h<br />

−x<br />

1<br />

A simple calculation<br />

( )<br />

−1/2<br />

Rep D (−x) =<br />

−1/2<br />

D<br />

⎛<br />

⎜<br />

0<br />

⎞<br />

⎟<br />

⎝2⎠<br />

↦−→ h<br />

2<br />

0<br />

( )<br />

1<br />

Rep D (2) =<br />

−1<br />

⎛<br />

⎜<br />

2<br />

⎞<br />

⎟<br />

⎝0⎠<br />

↦−→ h<br />

4<br />

0<br />

D<br />

D<br />

( )<br />

2<br />

Rep D (4) =<br />

−2<br />

D

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