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Positive definiteness of a Gram matrix
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Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge
/
2022
/
Paper 1
/
5
/
d
/
Solution
2026-10-18
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Expand the
quadratic form
of this
Gram matrix
:
Q
(
c
)
=
i
,
j
∑
c
i
c
j
x
i
T
x
j
=
(
i
∑
c
i
x
i
)
T
(
j
∑
c
j
x
j
)
=
i
∑
c
i
x
i
2
.
(1)
For
c
=
0
,
linear independence
of the real
vectors
implies
∑
i
c
i
x
i
=
0
, so its squared
Euclidean norm
is strictly positive. Thus
Q
(
c
)
>
0
for every
c
=
0
,
(2)
proving the
positive definiteness of a Gram matrix
in the independent-
vector
case.
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