Math 2.0

Operator theory Definition

Hilbert–Schmidt integral operator

Builds on Measure spaceLp spaceSquare-integrable kernel

Definition

Let (X,μ)(X, \mu) be a σ\sigma-finite measure space, and let L2(X)L^2(X) be the L2L^2 space of μ\mu. Let K ⁣:X×X→ℂK \colon X \times X \to \C be a measurable function with ∫X∫X∣K(x,y)∣2 dμ(x) dμ(y)<∞.\int_X \int_X \abs{K(x, y)}^2 \, d\mu(x) \, d\mu(y) < \infty. The Hilbert–Schmidt integral operator with kernel KK is the operator TK ⁣:L2(X)→L2(X)T_K \colon L^2(X) \to L^2(X) given by (TKf)(x)=∫XK(x,y) f(y) dμ(y).(T_K f)(x) = \int_X K(x, y) \, f(y) \, d\mu(y).

Remarks

The operator is well defined: for almost every xx, K(x,⋅)∈L2(X)K(x, \cdot) \in L^2(X), and the Cauchy–Schwarz inequality gives ∥TKf∥≤∥K∥L2(X×X)∥f∥\norm{T_K f} \le \norm{K}_{L^2(X \times X)} \norm{f}. Its Hilbert–Schmidt norm (∑n∥TKen∥2)1/2\left(\sum_n \norm{T_K e_n}^2\right)^{1/2}, for any orthonormal basis (en)(e_n), equals ∥K∥L2(X×X)\norm{K}_{L^2(X \times X)}.

Example: on X=[0,1]X = [0, 1] with Lebesgue measure, K(x,y)=min⁡(x,y)K(x, y) = \min(x, y) satisfies ∫01∫01min⁡(x,y)2 dx dy=1/6<∞\int_0^1 \int_0^1 \min(x, y)^2 \, dx \, dy = 1/6 < \infty, so TKT_K is a Hilbert–Schmidt integral operator.

Non-example: on [0,1][0, 1], K(x,y)=∣x−y∣−1/2K(x, y) = \abs{x - y}^{-1/2} fails the condition, since ∫01∫01∣x−y∣−1 dx dy=∞\int_0^1 \int_0^1 \abs{x - y}^{-1} \, dx \, dy = \infty. Its operator is still bounded and compact on L2[0,1]L^2[0, 1], but it is not a Hilbert–Schmidt operator.

Kernels with the condition above are the square-integrable kernels.

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Further reading

  1. Web https://en.wikipedia.org/wiki/Hilbert%E2%80%93Schmidt_integral_operator
About this page
TagZMCBQ0M082
URIm2://ZMCBQ0M082
Kinddefinition
WritingW0 stub
MSC47G10, 47B10, 45P05
DefinesHilbert–Schmidt integral operator
UsesMeasure space, Lp space, Square-integrable kernel

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