Square-integrable function
Encyclopedia
In mathematics, a quadratically integrable function, also called a square-integrable function, is a real
- or complex
-valued measurable function
for which the integral
of the square of the absolute value
is finite. Thus, if
then ƒ is quadratically integrable on the real line (−∞, ∞). One may also speak of quadratic integrability over bounded intervals such as [0, 1].
The quadratically integrable functions form an inner product space
whose inner product is given by
where
is the complex conjugate
of g,
Since |a|2 = a , quadratic integrability is the same as saying
It can be shown that quadratically integrable functions form a complete metric space, hence a Banach space
. As we have the additional property of the inner product, this is specifically a Hilbert space
. This inner product space is conventionally denoted L2.
The space of quadratically integrable functions is the Lp space
in which p = 2.
Real number
In mathematics, a real number is a value that represents a quantity along a continuum, such as -5 , 4/3 , 8.6 , √2 and π...
- or complex
Complex number
A complex number is a number consisting of a real part and an imaginary part. Complex numbers extend the idea of the one-dimensional number line to the two-dimensional complex plane by using the number line for the real part and adding a vertical axis to plot the imaginary part...
-valued measurable function
Measurable function
In mathematics, particularly in measure theory, measurable functions are structure-preserving functions between measurable spaces; as such, they form a natural context for the theory of integration...
for which the integral
Integral
Integration is an important concept in mathematics and, together with its inverse, differentiation, is one of the two main operations in calculus...
of the square of the absolute value
Absolute value
In mathematics, the absolute value |a| of a real number a is the numerical value of a without regard to its sign. So, for example, the absolute value of 3 is 3, and the absolute value of -3 is also 3...
is finite. Thus, if
then ƒ is quadratically integrable on the real line (−∞, ∞). One may also speak of quadratic integrability over bounded intervals such as [0, 1].
The quadratically integrable functions form an inner product space
Inner product space
In mathematics, an inner product space is a vector space with an additional structure called an inner product. This additional structure associates each pair of vectors in the space with a scalar quantity known as the inner product of the vectors...
whose inner product is given by
where
is the complex conjugate
Complex conjugate
In mathematics, complex conjugates are a pair of complex numbers, both having the same real part, but with imaginary parts of equal magnitude and opposite signs...
of g,
- A is the set over which one integrates—in the first example above, A is (−∞, ∞); in the second, A is [0, 1].
Since |a|2 = a , quadratic integrability is the same as saying
It can be shown that quadratically integrable functions form a complete metric space, hence a Banach space
Banach space
In mathematics, Banach spaces is the name for complete normed vector spaces, one of the central objects of study in functional analysis. A complete normed vector space is a vector space V with a norm ||·|| such that every Cauchy sequence in V has a limit in V In mathematics, Banach spaces is the...
. As we have the additional property of the inner product, this is specifically a Hilbert space
Hilbert space
The mathematical concept of a Hilbert space, named after David Hilbert, generalizes the notion of Euclidean space. It extends the methods of vector algebra and calculus from the two-dimensional Euclidean plane and three-dimensional space to spaces with any finite or infinite number of dimensions...
. This inner product space is conventionally denoted L2.
The space of quadratically integrable functions is the Lp space
Lp space
In mathematics, the Lp spaces are function spaces defined using a natural generalization of the p-norm for finite-dimensional vector spaces...
in which p = 2.