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To focus on the latter idea, let        be a linear transformation. As shown in Figure 8.4.5, the matrix  can be used

to calculate in three steps by the following indirect procedure:

1. Compute the coordinate vector .

                                           Figure 8.4.5

2. Multiply  on the left by             to produce        .

3. Reconstruct from its coordinate vector           .

EXAMPLE 6 Linear Operator on                           .
Let be the linear operator defined by               .
that is,

(a) Find     with respect to the basis

(b) Use the indirect procedure to compute                  .
(c) Check the result in (b) by computing                  directly.

Solution (a)

From the formula for T,

so

Thus
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