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Re: eigenvectors
From: |
heberf |
Subject: |
Re: eigenvectors |
Date: |
Wed, 9 Jun 1999 16:09:46 -0500 (CDT) |
Actually neither is correct in general. In general you have
Q = X*D*inv(X)
but if Q is symmetric inv(X) = X'
Heber
On Wed, 9 Jun 1999, John W. Eaton wrote:
> On 9-Jun-1999, address@hidden <address@hidden> wrote:
>
> | Ahh, I'd forgotten about the eig function. I was looking in the help
> | under matrix factorizations and eig wasn't listed. It's under basic
> | matrix functions.
>
> Oops. I think I should move it.
>
> | Thanks,
> |
> | On Wed, 9 Jun 1999, Nimrod Mesika wrote:
> |
> | > address@hidden wrote:
> | > >
> | > > Q = inv(X)*D*X
> | > >
> | > use [X,D] = eig(Q);
> | >
> | > D is a diagonal matrix (the elements are the eigenvalues of Q: lambda1,
> | > lambda2, etc..).
> | > X is a matrix of eigenvectors.
> | >
> | > Actually, since octave returns X as a unitary matrix (a matrix for which
> | > inv(A)=A') you also have the simpler expression:
> | >
> | > Q = X' * D * X;
>
> Except that I think the expression should be
>
> Q = X * D * X'
>
> For example, a quick check shows
>
> octave:15> q = hilb (3);
> octave:16> [x, d] = eig (q)
> x =
>
> -0.12766 0.54745 0.82704
> 0.71375 -0.52829 0.45986
> -0.68867 -0.64901 0.32330
>
> d =
>
> 0.00269 0.00000 0.00000
> 0.00000 0.12233 0.00000
> 0.00000 0.00000 1.40832
>
> octave:17> x*d*x' - q
> ans =
>
> 0.0000e+00 0.0000e+00 5.5511e-17
> 0.0000e+00 0.0000e+00 5.5511e-17
> 5.5511e-17 5.5511e-17 -5.5511e-17
>
> octave:18> x'*d*x - q
> ans =
>
> -0.269717 0.083138 -0.607023
> 0.083138 0.294810 -0.573999
> -0.607023 -0.573999 -0.025093
>
>
> Also note that this diagonalization can fail if you have repeated
> eigenvalues. For example, try q = [1, 2, 3; 0, 1, 2; 0, 0, 3].
>
> jwe
>
>
>
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