I know that the determinant of a matrix is the volume of a parallelepiped (three dimensions or more) formed by columns of the matrix.
Is there a way to prove it by using Gram-Schmidt procedure?
Yes there is a way to prove it by gram schmidt procedure.
For any vectors v,w1,...,wm in Rk, we may find vectors B and C
so that v = B+C, where B is perpendicular to all wi, i = 1,...,m
and C is in the span of wi, i = 1,...,m.
Proof. Apply the Gram-Schmidt process to w1, . . . , wm to retrieve
vectors a1, . . . , am′ that are
orthonormal and span the same space as wi, i = 1,...,m. Let B = v−
(Summation) (i=1 to m’) v·aiai. Then B is perpendicular to all the
ai and hence to the wi, and similarly v − B is in the span of the
wi.
We can now define the volume of P by induction on k. The volume is
the product of a certain “base” and “altitude” of P . The base of P
is the area of the (k − 1)-dimensional parallelepiped with edges
x2,...,xk. The Lemma gives x1 = B + C so that B is orthogonal to
all of the xi, i≥2 and C is in the span of the xi, i≥2. The
altitude is the length of B.
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