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Linear Algebra, 2020a

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126 Chapter Two. Vector Spaces<br />

so that ⃗v 1 = c 1,1<br />

⃗β 1 + ···+ c n,1<br />

⃗β n , etc. Then a 1 ⃗v 1 + ···+ a k ⃗v k = ⃗0 is equivalent<br />

to these.<br />

⃗0 = a 1 · (c 1,1<br />

⃗β 1 + ···+ c n,1<br />

⃗β n )+···+ a k · (c 1,k<br />

⃗β 1 + ···+ c n,k<br />

⃗β n )<br />

=(a 1 c 1,1 + ···+ a k c 1,k ) · ⃗β 1 + ···+(a 1 c n,1 + ···+ a k c n,k ) · ⃗β n<br />

Obviously the bottom equation is true if the coefficients are zero. But, because<br />

B is a basis, Theorem 1.12 says that the bottom equation is true if and only if<br />

the coefficients are zero. So the relation is equivalent to this.<br />

a 1 c 1,1 + ···+ a k c 1,k = 0<br />

.<br />

a 1 c n,1 + ···+ a k c n,k = 0<br />

This is the equivalent recast into column vectors.<br />

⎛ ⎞ ⎛ ⎞ ⎛ ⎞<br />

c 1,1<br />

c 1,k 0<br />

⎜<br />

a 1 ⎝<br />

⎟ ⎜ .<br />

. ⎠ + ···+ a k ⎝<br />

⎟ ⎜<br />

. ⎠ = ⎝<br />

⎟<br />

. ⎠<br />

c n,1 c n,k 0<br />

Note that not only does a relationship hold for one set if and only if it holds for<br />

the other, but it is the same relationship — the a i are the same. QED<br />

1.19 Example Example 1.14 finds the representation of x + x 2 ∈ P 3 with respect<br />

to B = 〈1, 2x, 2x 2 ,2x 3 〉.<br />

⎛ ⎞<br />

0<br />

Rep B (x + x 2 1/2<br />

)= ⎜ ⎟<br />

⎝1/2⎠<br />

0<br />

This relationship<br />

2 · (x + x 2 )−1 · (2x)−2 · (x 2 )=0 + 0x + 0x 2 + 0x 3<br />

is represented by this one.<br />

⎛ ⎞ ⎛ ⎞<br />

0 0<br />

−2·⎛ ⎞ ⎛ ⎞<br />

0 0<br />

2·Rep B (x+x 2 )−Rep B (2x)−2·Rep B (x 2 1/2<br />

)=2· ⎜ ⎟<br />

⎝1/2⎠ − 1<br />

0<br />

⎜ ⎟ ⎜ ⎟<br />

⎝0⎠ ⎝1/2⎠ = 0<br />

⎜ ⎟<br />

⎝0⎠<br />

0 0 0 0<br />

Our main use of representations will come later but the definition appears<br />

here because the fact that every vector is a linear combination of basis vectors in<br />

a unique way is a crucial property of bases, and also to help make a point. For<br />

calculation of coordinates among other things, we shall restrict our attention<br />

to spaces with bases having only finitely many elements. That will start in the<br />

next subsection.<br />

B

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