Homework 07 Solution

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Verify that functions defined by a matrix is always linear. More precisely, verify that LA : R2 ! R2, LA(~x) = A~x, with A = a c b d , is linear. Determine whether each of the following functions is linear or not. Explain your reasoning. T : R ! R, T (x) = x2.…

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  1. Verify that functions defined by a matrix is always linear. More precisely, verify that LA : R2 ! R2,

LA(~x) = A~x, with A =

a

c

b

d

, is linear.

  1. Determine whether each of the following functions is linear or not. Explain your reasoning.

    1. T : R ! R, T (x) = x2.

    1. T : R ! R, T (x) = x + 3.

(c) T : R2

!R2,T

x2

=

x1

+ 2x2

x1

3x1

(d) T : R2

!R2,T

x2

=

2x2

1

x1

x1

3. Assume that T : R2

! R2

is a linear transformation. Let ~e1 =

1

and ~e2

=

0

. Draw the image of the

0

1

half-shaded unit square” (shown below) under the given transformation T , and find the matrix A such that T = LA.

!A!

?!

  1. T stretches by a factor of 2 in the x-direction and by a factor of 3 in the y-direction.

  1. T is a reflection across the line y = x.

(c) T is a rotation (about the origin) through

=4 radians.

(d) T is a vertical shear that maps ~e1 into ~e1

~e2 but leaves the vector ~e2 unchanged.

  1. For any given m n matrix A, we are going to use the notation LA to denote the linear transformation that A defines, i.e., LA : Rn ! Rm : LA(~x) = A~x. For each given matrix, answer the following questions.

D =

20

1

0 3

E =

20

03

F = 0

3

0

3

0

0

4

0

0

0

0

1=2

0

2

4

5

4

5

2

1

  1. Rewrite LD : Rn ! Rm with correct numbers for m and n filled in for each matrix. Repeat for LE and LF .

  1. Find some way to explain in words and/or graphically what this transformation does in taking vec-tors from Rn to Rm. You might find it helpful to try out a few input vectors and see what their image is under the transformation.

  1. Is this transformation one-to-one? (Hint: Review problem#6 of Homework 06.)

    1. If so, explain which properties of the matrix make the transformation one-to-one.

MATH 141: Linear Analysis I Homework 07

    1. If not, given an example of two different input vectors having the same image.

  1. Is this transformation onto? (Hint: Review problem#6 of Homework 06.)

    1. If so, explain which properties of the matrix make the transformation onto.

    1. If not, given an example of a vector in Rm that is not the image of any vector in Rn.

Homework 07 Solution
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