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L^2-Space


An L^2-space on a measure space (X,mu) is the space of equivalence classes of measurable functions f:X->F, where F=R or C, for which int_X|f|^2dmu<infty. Two L2-functions represent the same element when they agree almost everywhere with respect to mu (Axler 2026, pp. 202-203). With the L2-inner product

 <f,g>=int_Xfg^_dmu,
(1)

the L^2-space forms a Hilbert space (Axler 2026, pp. 213 and 224). Its L2-norm is

 ||f||_2=(int_X|f|^2dmu)^(1/2).
(2)

The following bracket notation uses the same convention, linear in its first argument and antilinear in its second:

 <phi|psi>=int_Xpsi^_phidmu
(3)

and

 <phi|psi>^_=<psi|phi>
(4)
 <phi|lambda_1psi_1+lambda_2psi_2>=lambda^__1<phi|psi_1>+lambda^__2<phi|psi_2>
(5)
 <lambda_1phi_1+lambda_2phi_2|psi>=lambda_1<phi_1|psi>+lambda_2<phi_2|psi>
(6)
 <psi|psi> in [0,infty)
(7)
 |<psi_1|psi_2>|^2<=<psi_1|psi_1><psi_2|psi_2>.
(8)

The inequality (8) is called Schwarz's inequality.

The basic example is when X=R with Lebesgue measure. Another important example is when X is the positive integers with counting measure, in which case it is denoted as l^2, or "little ell-two." These are the square summable sequences (Axler 2026, pp. 194-195).

The equivalence classes make <f,g> an inner product, because <f,f>=0 iff f=0 almost everywhere. Two representatives can differ on a set of measure zero without changing the L2-function.

In practice, this does not cause much trouble, except that some care has to be taken with boundary conditions in differential equations. For Lebesgue measure, the value f(p) at an individual point p is not well-defined for an L2-function f. For counting measure, however, each coordinate of an l^2 element is well-defined.

If an L2-function in Euclidean space with Lebesgue measure can be represented by a continuous function f, then f is the only continuous function representing that class. In such a case, it is not harmful to consider the L2-function as the continuous function f. Also, it is often convenient to think of L^2(R^n) as the completion of the continuous functions with compact support with respect to the L2-norm.


See also

Completion, Hilbert Space, L2-Function, L2-Inner Product, L2-Norm, Lp-Space, Lebesgue Integral, Lebesgue Measure, Measure, Measure Space, Riesz-Fischer Theorem, Schwarz's Inequality

Portions of this entry contributed by Todd Rowland

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References

Axler, S. Measure, Integration & Real Analysis. Author-hosted revision, June 12, 2026. https://measure.axler.net/MIRA.pdf.

Referenced on Wolfram|Alpha

L^2-Space

Cite this as:

Weisstein, Eric W., with contributions by Todd Rowland. "L^2-Space." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/L2-Space.html

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