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Proof We already know that (a), (b), and (c) are equivalent, so we can complete the proof by proving the equivalence of (c)
and (d).

         Suppose that  and      . It follows from the Dimension Theorem (Theorem 8.2.3) that

By definition,         is the dimension of the range of T, so the range of T has dimension n. It now follows from Theorem

5.4.7 that the range of T is V , since the two spaces have the same dimension.

         Suppose that  and . It follows from these relationships that                                 , or, equivalently,

         . Thus it follows from the Dimension Theorem (Theorem 8.2.3) that

EXAMPLE 5 A Transformation That Is Not One-To-One
Let be multiplication by

Determine whether is one-to-one.                                                                      , since the

Solution

As noted in Example 1, the given problem is equivalent to determining whether A is invertible. But
first two rows of A are proportional, and consequently, A is not invertible. Thus is not one-to-one.

Inverse Linear Transformations

In Section 4.3 we defined the inverse of a one-to-one matrix operator           to be                 , and we
showed that if is the image of a vector under , then
to general linear transformations.                                     maps     back into . We shall now extend these ideas

Recall that if         is a linear transformation, then the range of T, denoted by , is the subspace of W consisting of

all images under T of vectors in V. If T is one-to-one, then each vector in is the image of a unique vector in V. This

uniqueness allows us to define a new function, called the inverse of T and denoted by , that maps back into (Figure

8.3.1).

                       Figure 8.3.1                                             back into .
                                          The inverse of T maps
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