Consider a linear transformation L ( x → ) = A x → from ℝ n to ℝ m . with ker ( L ) = { 0 } . Thepseudoinverse L + of Lis the transformation from ℝ m to ℝ n given by L + ( y → ) = (the least-squares solution of L ( x → ) = y → ). a. Show that the transformation L + is linear Find thematrix A + of L + . in terms of the matrix A of L. b. If L is invertible, what is therelationship between L + and L − 1 ? c. What is L + ( L ( x → ) ) , for x → in ℝ n ? d. What is L ( L + ( y → ) ) , for y → in ℝ m ? e. Find L + for the linear transformation L ( x → ) = [ 1 0 0 1 0 0 ] x →
Consider a linear transformation L ( x → ) = A x → from ℝ n to ℝ m . with ker ( L ) = { 0 } . Thepseudoinverse L + of Lis the transformation from ℝ m to ℝ n given by L + ( y → ) = (the least-squares solution of L ( x → ) = y → ). a. Show that the transformation L + is linear Find thematrix A + of L + . in terms of the matrix A of L. b. If L is invertible, what is therelationship between L + and L − 1 ? c. What is L + ( L ( x → ) ) , for x → in ℝ n ? d. What is L ( L + ( y → ) ) , for y → in ℝ m ? e. Find L + for the linear transformation L ( x → ) = [ 1 0 0 1 0 0 ] x →
Solution Summary: The author explains that the transformation L+ is linear.
Consider a linear transformation
L
(
x
→
)
=
A
x
→
from
ℝ
n
to
ℝ
m
. with
ker
(
L
)
=
{
0
}
. Thepseudoinverse
L
+
of Lis the transformation from
ℝ
m
to
ℝ
n
given by
L
+
(
y
→
)
=
(the least-squares solution of
L
(
x
→
)
=
y
→
).
a. Show that the transformation
L
+
is linear Find thematrix
A
+
of
L
+
. in terms of the matrix A of L. b. If L is invertible, what is therelationship between
L
+
and
L
−
1
? c. What is
L
+
(
L
(
x
→
)
)
, for
x
→
in
ℝ
n
? d. What is
L
(
L
+
(
y
→
)
)
, for
y
→
in
ℝ
m
? e. Find
L
+
for the linear transformation
L
(
x
→
)
=
[
1
0
0
1
0
0
]
x
→
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Linear Equation | Solving Linear Equations | What is Linear Equation in one variable ?; Author: Najam Academy;https://www.youtube.com/watch?v=tHm3X_Ta_iE;License: Standard YouTube License, CC-BY