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Past exam of the mathematics course of the University of Cambridge
/
2024
/
iii
/
Paper 335
/
3
/
ii
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Mathematics course of the University of Cambridge
Past exam of the mathematics course of the University of Cambridge
2024
iii
Paper 335
3
2026-09-28
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Solution
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Solution
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ii
The
normal equation for a linear inverse problem
is
A
∗
A
x
=
A
∗
y
.
(1)
Landweber iteration
is the stationary
iteration
x
n
+
1
=
x
n
+
γ
A
∗
(
y
−
A
x
n
)
=
(
I
−
γ
A
∗
A
)
x
n
+
γ
A
∗
y
.
(2)
A
sufficient
step-size
condition is
0
<
γ
<
∥
A
∥
2
2
.
(3)
If
y
∈
D
(
A
†
)
and
x
0
∈
(
ker
A
)
⊥
, then
x
n
⟶
A
†
y
.
(4)
For an arbitrary initial iterate, its null-
space
component is unchanged and the limit is
A
†
y
+
P
k
e
r
A
x
0
.
(5)
Ancestors
(10)
3
Paper 335
iii
2024
Past exam of the mathematics course of the University of Cambridge
Mathematics course of the University of Cambridge
Course of the University of Cambridge
University of Cambridge
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