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Hilbert Schmidt Operators |
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| May16-08, 04:29 PM | #1 |
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Hilbert Schmidt Operators
Hi there,
Can anyone give me an hint/idea of how to prove Hilbert-Schmidt operators are compact? More specifically, if X is a seperable Hilbert space and T:X->X is a linear operator such that there exists an orthonormal basis [latex](e_{n})[/latex] such that [latex]\sum_{n} ||T(e_{n})||^{2}<\infty[/latex] then show that T is compact. It looks like an easy exercise given that both definitions are given in terms of sequences but I'm being quite stupid so I'm having trouble. Thanks for any help. |
| May16-08, 06:32 PM | #2 |
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There is more than one way you can do this; perhaps the easiest is to show that T is a limit of finite ranks. Can you think of suitable ones?
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| May16-08, 06:47 PM | #3 |
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Thanks for the help - sounds good. Obviously I'd have to show they converge in operator norm. Trying your hint now!
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| May16-08, 06:59 PM | #4 |
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Hilbert Schmidt Operators
Done it - thanks so much for the hint :)
I have my functional analysis exam next Saturday (after complex analysis and manifolds on Monday and Friday) so I might post a few more questions some time if I have more trouble. Enjoy your weekend. |
| May16-08, 07:00 PM | #5 |
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Good luck!
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| May20-08, 09:42 AM | #6 |
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Thanks!
Could anyone give me a hint as to how to prove the Hilbert-Schmidt norm, [latex]||T||_{HS}=(\sum_{n\geq 1}||Te_{n}||^{2})^{1/2}[/latex] is independent of the choice of orthonormal basis. I've tried taking another orthonormal basis [latex]w_{n}[/latex], writing [latex]e_{n}=\sum_{k=1}^{\infty}(w_{k},e_{n})w_{k}[/latex] so that [latex]Te_{n}=\sum_{k=1}^{\infty}(w_{k},e_{n})Tw_{k}[/latex] and considering [latex]||Te_{n}||^2[/latex] but only got that this is less than or equal to [latex]\sum_{k=1}^{\infty}||Tw_{k}||^2[/latex] which is obviously not helpful. Clearly I've applied too many inequalities (triangle inequality and cauchy-schwarz). Anyone have a better approach? Thanks for any help. |
| May20-08, 03:50 PM | #7 |
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The Hilbert-Schmidt norm can be written as sqrt(trace(A.A*)) (where * is hermitian conjugate). Does that help you to prove it's basis independent?
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| May22-08, 08:15 AM | #8 |
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I don't think this will solve the problem fully, because the usual definition of "trace" for an arbitrary operator on a (separable) Hilbert space will call out an o.n. bases and thus we're going to have to prove that this new value is independent of this choice of basis, see here. [GSpeight: consider this an extra exercise!]
Alternatively, we can modify post #6 slightly: instead of writing [tex]e_{n}=\sum_{k=1}^{\infty}(e_{n},w_{k})w_{k},[/tex] write [tex]Te_{n}=\sum_{k=1}^{\infty}(Te_{n},w_{k})w_{k}.[/tex] Try to see if you can take it from here. No inequalities will be needed. |
| May22-08, 09:05 AM | #9 |
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| May22-08, 12:04 PM | #10 |
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Sorry for the slow reply. I've been busy revising a different topic and haven't really encountered the generalisation of trace to operators on Hilbert spaces.
Firstly sorry if my order of writing terms in the inner product was confusing - for some reason my lecturer prefers the inner product to be linear in the second argument (even though the first time I met inner product spaces and the usual seems to be linear in the first argument). If we have [latex]Te_{n}=\sum_{k=1}^{\infty}(Te_{n},e_{k})w_{k}[/latex] then clearly it follows that [latex]||Te_{n}||^{2}=\sum_{k=1}^{\infty}|(Te_{n},w_{k})|^{2}[/latex] but even with adding up all the terms and interchanging the order of summation I don't see where factors [latex]||Tw_{n}||^2[/latex] come from, unless we assume the operator is self adjoint or something. Thanks for the help so far to both of you. |
| May22-08, 02:09 PM | #11 |
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Think about the properties of the linear transformation that connects the e and w bases. Did you try thinking of it as a trace?
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