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Unbiased prediction-error identity for ordinary least squares
...
Mathematics
Area of mathematics
Probability and statistics
Statistical modelling
Akaike information criterion
Mallows Cp
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If
H
is the rank-
p
orthogonal projection onto a normal linear model's column space, then
E
∥
(
I
−
H
)
Y
∥
2
=
∥
(
I
−
H
)
μ
∥
2
+
(
n
−
p
)
σ
2
.
(158)
Adding
2
p
σ
2
gives
∥
(
I
−
H
)
μ
∥
2
+
(
n
+
p
)
σ
2
, so Mallows'
C
p
is unbiased for independent-copy prediction error even when the projection model is misspecified.
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(7)
Mallows Cp
Akaike information criterion
Statistical modelling
Probability and statistics
Area of mathematics
Mathematics
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