In
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a basis function is an element of a particular
basis for a
function space
In mathematics, a function space is a set of functions between two fixed sets. Often, the domain and/or codomain will have additional structure which is inherited by the function space. For example, the set of functions from any set into a vect ...
. Every
function in the function space can be represented as a
linear combination of basis functions, just as every vector in a
vector space can be represented as a linear combination of
basis vectors.
In
numerical analysis and
approximation theory
In mathematics, approximation theory is concerned with how function (mathematics), functions can best be approximation, approximated with simpler functions, and with quantitative property, quantitatively characterization (mathematics), characteri ...
, basis functions are also called blending functions, because of their use in
interpolation
In the mathematical field of numerical analysis, interpolation is a type of estimation, a method of constructing (finding) new data points based on the range of a discrete set of known data points.
In engineering and science, one often has a n ...
: In this application, a mixture of the basis functions provides an interpolating function (with the "blend" depending on the evaluation of the basis functions at the data points).
Examples
Monomial basis for ''Cω''
The
monomial basis for the vector space of
analytic functions is given by
This basis is used in
Taylor series, amongst others.
Monomial basis for polynomials
The monomial basis also forms a basis for the vector space of
polynomials. After all, every polynomial can be written as
for some
, which is a linear combination of monomials.
Fourier basis for ''L''2 ,1/h2>
Sines and cosines
Sines () is a city and a municipality in Portugal. The municipality, divided into two parishes, has around 14,214 inhabitants (2021) in an area of . Sines holds an important oil refinery and several petrochemical industries. It is also a popular ...
form an (
orthonormal)
Schauder basis for
square-integrable function
In mathematics, a square-integrable function, also called a quadratically integrable function or L^2 function or square-summable function, is a real- or complex-valued measurable function for which the integral of the square of the absolute value i ...
s on a bounded domain. As a particular example, the collection
forms a basis for
''L''2 ">,1
See also
*
Basis (linear algebra) (
Hamel basis)
*
Schauder basis (in a
Banach space
In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
)
*
Dual basis
In linear algebra, given a vector space ''V'' with a basis ''B'' of vectors indexed by an index set ''I'' (the cardinality of ''I'' is the dimension of ''V''), the dual set of ''B'' is a set ''B''∗ of vectors in the dual space ''V''∗ with th ...
*
Biorthogonal system (Markushevich basis)
*
Orthonormal basis in an
inner-product space
*
Orthogonal polynomials
*
Fourier analysis
In mathematics, Fourier analysis () is the study of the way general functions may be represented or approximated by sums of simpler trigonometric functions. Fourier analysis grew from the study of Fourier series, and is named after Josep ...
and
Fourier series
A Fourier series () is a summation of harmonically related sinusoidal functions, also known as components or harmonics. The result of the summation is a periodic function whose functional form is determined by the choices of cycle length (or ''p ...
*
Harmonic analysis
Harmonic analysis is a branch of mathematics concerned with the representation of Function (mathematics), functions or signals as the Superposition principle, superposition of basic waves, and the study of and generalization of the notions of Fo ...
*
Orthogonal wavelet
*
Biorthogonal wavelet
*
Radial basis function
*
Finite-elements (bases)
*
Functional analysis
*
Approximation theory
In mathematics, approximation theory is concerned with how function (mathematics), functions can best be approximation, approximated with simpler functions, and with quantitative property, quantitatively characterization (mathematics), characteri ...
*
Numerical analysis
References
*{{cite book , last=Itô , first=Kiyosi , title=Encyclopedic Dictionary of Mathematics , edition=2nd , year=1993 , publisher=MIT Press , isbn=0-262-59020-4 , page=1141
Numerical analysis
Fourier analysis
Linear algebra
Numerical linear algebra
Types of functions