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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

