Date: Jul 2, 2006 5:45 PM
Author: Toni Lassila
Subject: Re: Condition number of matrices
On Sun, 2 Jul 2006 17:25:32 -0500, "Fijoy George"
>I have the following question regarding the sensitivity analysis of linear
>In my numerical methods course, I have learned theorems which give upper
>bounds for the relative change in the solution of the linear system Ax=f.
>For example, if only f is changed, relative change in x = K(A)*relative
>change in f, where K(A) is the condition number of the matrix A.
>Now, for such theorems to be useful in practice, we need the condition
>number of A which is defined as ||A||*||A_inverse||.
>So how does one calculate the condition number of a matrix? Given that real
>world systems are large, can we precisely calculate K(A)? Or, can we only
>hope to obtain a upper bound for K(A)?
If you can do SVD, K(A)_2 = s_max(A) / s_min(A).