Exercise 6.4.13

Answers

If A is Gramian, we have A is symmetric since At = (BtB)t = BtB = A. Also, let λ be an eigenvalue with unit eigenvector x. Then we have Ax = λx and

λ = Ax,x = BtBx,x = Bx,Bx 0.

Conversely, if A is symmetric, we know that LA is a self-adjoint operator. So we may find an orthonormal basis β such that [LA]β is diagonal with the ii-entry to be λi. Denote D to be a diagonal matrix with its ii-entry to be λi. So we have D2 = [LA]β and

A = [I]βα[L A]β[I]αβ = ([I] βαD)(D[I] αβ),

where α is the standard basis. Since the basis β is orthonormal, we have [I]βα = ([I]αβ)t. So we find a matrix

B = D[I]αβ

such that A = BtB.

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2011-06-27 00:00
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