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Does anybody have a good book/website where I can find good information on how to use the maximum on matrices. I have to prove an expression involving the maximum and eigenvalue of matrices. But I don't know how to link those to together. I think I can figure this out, if only I had some good information source :)
Regards, Azizz
morphism
Sep8-09, 10:56 AM
What do you mean by "the maximum"?
Sorry I went to fast here. With the maximum I meant the largest (or maximal) eigenvalue, for example
\lambda_{\max}(A) = \max_{\| x \| =1} x^* A x
Then my question is: what do I know of this operator? Is it, eg, linear?
morphism
Sep8-09, 12:35 PM
You mean is the function \lambda_\max linear on the space of matrices? Certainly not.
Ok, but I think this holds true:
Suppose A-B is hermitian and positive definite, then
\max_{\|x\|=1} x^*(A-B)x \geq x^*(A-B) x = x^*Ax - x^*Bx \leq \lambda_{\max}(A) - \lambda_{\max}(B)
Found partly what I needed:
\lambda_{\max}(A)I \geq A \geq \lambda_{\min}(A)I
\beta I > A \iff \beta > \lambda_{\max}(A)
Now all I have to know is what is known for the eigenvalue of two matrices? That is:
\lambda_{\max}(A+B) = ...
Is there any expression I can use for such an equality (or perhaps inequility)?
morphism
Sep11-09, 12:16 PM
I don't think you can say anything intelligent for arbitrary matrices A and B. (But I could be wrong!)
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