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Linear Algebra, 2020a

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192 Chapter Three. Maps Between Spaces<br />

1.3 Example The domain and codomain can be other than spaces of column<br />

vectors. Both of these are homomorphisms; the verifications are straightforward.<br />

(1) f 1 : P 2 → P 3 given by<br />

a 0 + a 1 x + a 2 x 2 ↦→ a 0 x +(a 1 /2)x 2 +(a 2 /3)x 3<br />

(2) f 2 : M 2×2 → R given by<br />

(<br />

a<br />

c<br />

)<br />

b<br />

↦→ a + d<br />

d<br />

1.4 Example Between any two spaces there is a zero homomorphism, mapping<br />

every vector in the domain to the zero vector in the codomain.<br />

We shall use the two terms ‘homomorphism’ and ‘linear map’ interchangably.<br />

1.5 Example These two suggest why we say ‘linear map’.<br />

(1) The map g: R 3 → R given by<br />

⎛ ⎞<br />

x<br />

⎜ ⎟<br />

⎝y⎠<br />

↦−→ g<br />

3x + 2y − 4.5z<br />

z<br />

is linear, that is, is a homomorphism. The check is easy. In contrast, the<br />

map ĝ: R 3 → R given by<br />

⎛ ⎞<br />

x<br />

⎜ ⎟<br />

⎝y⎠<br />

↦−→ ĝ<br />

3x + 2y − 4.5z + 1<br />

z<br />

is not linear. To show this we need only produce a single linear combination<br />

that the map does not preserve. Here is one.<br />

⎛<br />

⎜<br />

0<br />

⎞ ⎛ ⎞<br />

⎛<br />

1<br />

⎟ ⎜ ⎟<br />

⎜<br />

0<br />

⎞ ⎛<br />

⎟ ⎜<br />

1<br />

⎞<br />

⎟<br />

ĝ( ⎝0⎠ + ⎝0⎠) =4 ĝ( ⎝0⎠)+ĝ(<br />

⎝0⎠) =5<br />

0 0<br />

0 0<br />

(2) The first of these two maps t 1 ,t 2 : R 3 → R 2 is linear while the second is<br />

not. ⎛ ⎞<br />

⎛ ⎞<br />

x ( ) x ( )<br />

⎜ ⎟<br />

⎝y⎠ t 1 5x − 2y ⎜ ⎟<br />

↦−→<br />

⎝y⎠ t 2 5x − 2y<br />

↦−→<br />

x + y<br />

xy<br />

z<br />

z<br />

Finding a linear combination that the second map does not preserve is<br />

easy.

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