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16.2 Image 287<br />

It might occur to you that the range of the 3 × 4 matrix from the last<br />

example can be expressed as the range of a 3 × 2 matrix;<br />

⎛ ⎞ ⎛ ⎞<br />

1 2 0 1 1 0<br />

ran ⎝1 2 1 2⎠ = ran ⎝1 1⎠ .<br />

0 0 1 1 0 1<br />

Indeed, because the span of a set of vectors does not change when we replace<br />

the vectors with another set through an invertible process, we can calculate<br />

ranges through strings of equalities of ranges of matrices that differer by<br />

Elementary Column Operations, ECOs, ending with the range of a matrix<br />

in Column Reduced Echelon Form, CREF, with its zero columns deleted.<br />

Example 144 Calculating a range with ECOs<br />

⎛ ⎞ ⎛ ⎞<br />

⎛ ⎞<br />

0 1 1<br />

1 1 0<br />

1 0 0<br />

ran ⎝1 3 1⎠ c 1↔c =<br />

3<br />

ran ⎝1 3 1⎠ c′ 2 =c 2−c 1<br />

= ran ⎝1 2 1<br />

1 2 0<br />

0 2 1<br />

0 2 1<br />

⎛ ⎞ ⎛ ⎞<br />

1 0 0 1 0<br />

c ′ 3 =c 3−c 2<br />

= ran ⎝1 1 0⎠ = ran ⎝1 1⎠ .<br />

0 1 0 0 1<br />

⎠ c′ 2 = 1 2 c 2<br />

⎛<br />

1 0<br />

⎞<br />

0<br />

= ran ⎝1 1 1⎠<br />

0 1 1<br />

This is an efficient way to compute and encode the range of a matrix.<br />

16.2 Image<br />

Definition For any subset U of the domain S of a function f : S → T the<br />

image of U is<br />

f(U) = Im U := {f(x)|x ∈ U} .<br />

Example 145 The image of the cube<br />

⎧ ⎛ ⎞ ⎛ ⎞ ⎛ ⎞<br />

⎫<br />

⎨ 1 0 0<br />

U =<br />

⎩ a ⎬<br />

⎝0⎠ + b ⎝1⎠ + c ⎝0⎠<br />

0 0 1 ∣ a, b, c ∈ [0, 1] ⎭<br />

under multiplication by the matrix<br />

⎛<br />

1 0<br />

⎞<br />

0<br />

M = ⎝1 1 1⎠<br />

0 0 1<br />

287

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