Description
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Verify that functions defined by a matrix is always linear. More precisely, verify that LA : R2 ! R2,
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LA(~x) = A~x, with A =
a
c
b
d
, is linear.
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Determine whether each of the following functions is linear or not. Explain your reasoning.
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T : R ! R, T (x) = x2.
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T : R ! R, T (x) = x + 3.
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(c) T : R2
!R2,T
x2
=
x1
+ 2x2
x1
3x1
(d) T : R2
!R2,T
x2
=
2x2
1
x1
x1
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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!
?!
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T stretches by a factor of 2 in the x-direction and by a factor of 3 in the y-direction.
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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.
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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.
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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
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Rewrite LD : Rn ! Rm with correct numbers for m and n filled in for each matrix. Repeat for LE and LF .
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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.
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Is this transformation one-to-one? (Hint: Review problem#6 of Homework 06.)
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If so, explain which properties of the matrix make the transformation one-to-one.
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MATH 141: Linear Analysis I Homework 07
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If not, given an example of two different input vectors having the same image.
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Is this transformation onto? (Hint: Review problem#6 of Homework 06.)
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If so, explain which properties of the matrix make the transformation onto.
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If not, given an example of a vector in Rm that is not the image of any vector in Rn.
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