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Prove that M is symmetric if and only if ATMA is symmetric. We can prove this statement by induction, as follows. It is trivial for 1 by
1 matrices, and so we assume it true for all n by n matrices, and suppose M is
n + 1 by n + 1. If M has any real eigenvalue z and an eigenvector corresponding
to it, we can find an eigenvector for it and use that eigenvector, suitably normalized,
as the first basis vector in the new basis, with all the other basis vectors arbitrarily
chosen to be normal to it. Now consider what the matrix ATMA will look like when we have done
this. The first column of A will be this eigenvector, M will multiply this vector
by z and AT will take it back to the vector whose first component is
z and the rest are 0. Thus the first column of ATMA will have only
its first entry non-zero, and by symmetry the same thing is true of its first
row. We now invoke the induction hypothesis to deduce that the rest of the matrix
after removing the first row and column can be diagonalized, (there are n other
eigenvectors for it all having 0 firt components) which handles the whole thing. So all that needs proving is that M has an eigenvalue and eigenvector. We know that det(M - xI) is a polynomial in x of degree n, which goes to both
plus and minus infinity for x very large positive or negative when n is odd. Since
all polynomials are continuous, it must pass through 0 and have a real root somewhere
for n odd. When n is even, this polynomial approaches positive infinity for large
x of either sign. We need only show that it is non-positive somewhere, to show
that there is a real root to the characteristic equation, again by continuity
of the determinant polynomial. We can find a non-positive value for det(M - xI) most conveniently by using
the induction hypothesis to find a basis of eigenvectors of the first n rows and
columns of M (which form an n by n symmetric matrix and by the induction hypothesis
it has a real basis of eigenvectors.) With M in this form our conclusion can be deduced from the following observations. Exercise: Prove this last claim to your satisfaction. If we let x be the smallest of the first n - 1 diagonal elements of M, then the only non-vanishing terms in det(M - xI) will be negative, so that the characteristic polynomial evaluated at that argument cannot be positive, and the characteristic equation must therefore have a real root by continuity as we have already noted. |