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A First Course in Linear Algebra, 2017a

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5.2. The Matrix of a L<strong>in</strong>ear Transformation I 273<br />

2. The columns of the matrix for T are def<strong>in</strong>ed above as T (⃗e i ). It follows that T (⃗e i )=proj ⃗u (⃗e i ) gives<br />

the i th column of the desired matrix. Therefore, we need to f<strong>in</strong>d<br />

( ) ⃗ei •⃗u<br />

proj ⃗u (⃗e i )= ⃗u<br />

⃗u •⃗u<br />

For the given vector ⃗u , this implies the columns of the desired matrix are<br />

⎡ ⎤ ⎡ ⎤ ⎡ ⎤<br />

1<br />

1<br />

⎣ 2 ⎦, 2 1<br />

⎣ 2 ⎦, 3 1<br />

⎣ 2 ⎦<br />

14 14 14<br />

3 3 3<br />

which you can verify. Hence the matrix of T is<br />

⎡<br />

1 2 3<br />

1<br />

⎣ 2 4 6<br />

14<br />

3 6 9<br />

⎤<br />

⎦<br />

♠<br />

Exercises<br />

Exercise 5.2.1 Consider the follow<strong>in</strong>g functions which map R n to R n .<br />

(a) T multiplies the j th component of⃗x by a nonzero number b.<br />

(b) T replaces the i th component of⃗x with b times the j th component added to the i th component.<br />

(c) T switches the i th and j th components.<br />

Show these functions are l<strong>in</strong>ear transformations and describe their matrices A such that T (⃗x)=A⃗x.<br />

Exercise 5.2.2 You are given a l<strong>in</strong>ear transformation T : R n → R m and you know that<br />

T (A i )=B i<br />

where [ ] −1<br />

A 1 ··· A n exists. Show that the matrix of T is of the form<br />

[ ][ ] −1<br />

B1 ··· B n A1 ··· A n<br />

Exercise 5.2.3 Suppose T is a l<strong>in</strong>ear transformation such that<br />

⎡<br />

T ⎣<br />

⎤<br />

1<br />

2 ⎦ =<br />

⎡ ⎤<br />

5<br />

⎣ 1 ⎦<br />

−6 3

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