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Square-integrable function

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Function whose squared absolute value has finite integral
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Inmathematics, asquare-integrable function, also called aquadratically integrable function orL2{\displaystyle L^{2}} function orsquare-summable function,[1] is areal- orcomplex-valuedmeasurable function for which theintegral of the square of theabsolute value is finite. Thus, square-integrability on the real line(,+){\displaystyle (-\infty ,+\infty )} is defined as follows.

f:RC square integrable|f(x)|2dx<{\displaystyle f:\mathbb {R} \to \mathbb {C} {\text{ square integrable}}\quad \iff \quad \int _{-\infty }^{\infty }|f(x)|^{2}\,\mathrm {d} x<\infty }

One may also speak of quadratic integrability over bounded intervals such as[a,b]{\displaystyle [a,b]} forab{\displaystyle a\leq b}.[2]

f:[a,b]C square integrable on [a,b]ab|f(x)|2dx<{\displaystyle f:[a,b]\to \mathbb {C} {\text{ square integrable on }}[a,b]\quad \iff \quad \int _{a}^{b}|f(x)|^{2}\,\mathrm {d} x<\infty }

An equivalent definition is to say that the square of the function itself (rather than of its absolute value) isLebesgue integrable. For this to be true, the integrals of the positive and negative portions of the real part must both be finite, as well as those for the imaginary part.

Thevector space of (equivalence classes of) square integrable functions (with respect toLebesgue measure) forms theLp{\displaystyle L^{p}} space withp=2.{\displaystyle p=2.} Among theLp{\displaystyle L^{p}} spaces, the class of square integrable functions is unique in being compatible with aninner product, which allows notions like angle and orthogonality to be defined. Along with this inner product, the square integrable functions form aHilbert space, since all of theLp{\displaystyle L^{p}} spaces arecomplete under their respectivep{\displaystyle p}-norms.

Often the term is used not to refer to a specific function, but to equivalence classes of functions that are equalalmost everywhere.

Properties

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The square integrable functions (in the sense mentioned in which a "function" actually means anequivalence class of functions that are equal almost everywhere) form aninner product space withinner product given byf,g=Af(x)g(x)¯dx,{\displaystyle \langle f,g\rangle =\int _{A}f(x){\overline {g(x)}}\,\mathrm {d} x,}where

Since|a|2=aa¯{\displaystyle |a|^{2}=a\cdot {\overline {a}}}, square integrability is the same as sayingf,f<.{\displaystyle \langle f,f\rangle <\infty .\,}

It can be shown that square integrable functions form acomplete metric space under the metric induced by the inner product defined above.A complete metric space is also called aCauchy space, because sequences in such metric spaces converge if and only if they areCauchy.A space that is complete under the metric induced by a norm is aBanach space.Therefore, the space of square integrable functions is a Banach space, under the metric induced by the norm, which in turn is induced by the inner product.As we have the additional property of the inner product, this is specifically aHilbert space, because the space is complete under the metric induced by the inner product.

This inner product space is conventionally denoted by(L2,,2){\displaystyle \left(L_{2},\langle \cdot ,\cdot \rangle _{2}\right)} and many times abbreviated asL2.{\displaystyle L_{2}.}Note thatL2{\displaystyle L_{2}} denotes the set of square integrable functions, but no selection of metric, norm or inner product are specified by this notation.The set, together with the specific inner product,2{\displaystyle \langle \cdot ,\cdot \rangle _{2}} specify the inner product space.

The space of square integrable functions is theLp{\displaystyle L^{p}} space in whichp=2.{\displaystyle p=2.}

Examples

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The function1xn,{\displaystyle {\tfrac {1}{x^{n}}},} defined on(0,1),{\displaystyle (0,1),} is inL2{\displaystyle L^{2}} forn<12{\displaystyle n<{\tfrac {1}{2}}} but not forn=12.{\displaystyle n={\tfrac {1}{2}}.}[1] The function1x,{\displaystyle {\tfrac {1}{x}},} defined on[1,),{\displaystyle [1,\infty ),} is square-integrable.[3]

Bounded functions, defined on[0,1],{\displaystyle [0,1],} are square-integrable. These functions are also inLp,{\displaystyle L^{p},} for any value ofp.{\displaystyle p.}[3]

Non-examples

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The function1x,{\displaystyle {\tfrac {1}{x}},} defined on[0,1],{\displaystyle [0,1],} where the value at0{\displaystyle 0} is arbitrary. Furthermore, this function is not inLp{\displaystyle L^{p}} for any value ofp{\displaystyle p} in[1,).{\displaystyle [1,\infty ).}[3]

See also

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References

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  1. ^abTodd, Rowland."L^2-Function".MathWorld--A Wolfram Web Resource.
  2. ^Giovanni Sansone (1991).Orthogonal Functions. Dover Publications. pp. 1–2.ISBN 978-0-486-66730-0.
  3. ^abc"Lp Functions"(PDF). Archived fromthe original(PDF) on 2020-10-24. Retrieved2020-01-16.
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