Hilbert–Schmidt integral operator
In mathematics, a Hilbert–Schmidt integral operator is a type of integral transform. Specifically, given a domain (an open and connected set) Ω in n-dimensional Euclidean space Rn, a Hilbert–Schmidt kernel is a function k : Ω × Ω → C with
- [math]\displaystyle{ \int_{\Omega} \int_{\Omega} | k(x, y) |^{2} \,dx \, dy \lt \infty }[/math]
(that is, the L2(Ω×Ω; C) norm of k is finite), and the associated Hilbert–Schmidt integral operator is the operator K : L2(Ω; C) → L2(Ω; C) given by
- [math]\displaystyle{ (K u) (x) = \int_{\Omega} k(x, y) u(y) \, dy. }[/math]
Then K is a Hilbert–Schmidt operator with Hilbert–Schmidt norm
- [math]\displaystyle{ \Vert K \Vert_\mathrm{HS} = \Vert k \Vert_{L^2}. }[/math]
Hilbert–Schmidt integral operators are both continuous (and hence bounded) and compact (as with all Hilbert–Schmidt operators).
The concept of a Hilbert–Schmidt operator may be extended to any locally compact Hausdorff spaces. Specifically, let X be a locally compact Hausdorff space equipped with a positive Borel measure. Suppose further that L2(X) is a separable Hilbert space. The above condition on the kernel k on Rn can be interpreted as demanding k belong to L2(X × X). Then the operator
- [math]\displaystyle{ (Kf)(x) = \int_{X} k(x,y)f(y)\,dy }[/math]
is compact. If
- [math]\displaystyle{ k(x,y) = \overline{k(y,x)} }[/math]
then K is also self-adjoint and so the spectral theorem applies. This is one of the fundamental constructions of such operators, which often reduces problems about infinite-dimensional vector spaces to questions about well-understood finite-dimensional eigenspaces. See Chapter 2 of the book by Bump in the references for examples.
See also
References
- Renardy, Michael; Rogers, Robert C. (2004). An introduction to partial differential equations. Texts in Applied Mathematics 13 (Second ed.). New York: Springer-Verlag. pp. 262. ISBN 0-387-00444-0. (Sections 8.1 and 8.5)
- Bump, Daniel (1998). Automorphic Forms and Representations. Cambridge Studies in Advanced Mathematics. 55. Cambridge: Cambridge University Press. pp. 168. ISBN 0-521-65818-7.
Original source: https://en.wikipedia.org/wiki/Hilbert–Schmidt integral operator.
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