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Cochran's theorem
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Orthogonal projections of an isotropic Gaussian vector are independent. If
P
is an orthogonal projection of rank
r
and
Z
∼
N
(
0
,
I
)
, then
∥
PZ
∥
2
∼
χ
r
2
.
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Normal linear model
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