Basis function
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Inmathematics,abasis functionis an element of a particularbasisfor afunction space.Everyfunctionin the function space can be represented as alinear combinationof basis functions, just as every vector in avector spacecan be represented as a linear combination ofbasis vectors.
Innumerical analysisandapproximation theory,basis functions are also calledblending functions,because of their use ininterpolation: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
[edit]Monomial basis forCω
[edit]Themonomialbasis for the vector space ofanalytic functionsis given by
This basis is used inTaylor series,amongst others.
Monomial basis for polynomials
[edit]The monomial basis also forms a basis for the vector space ofpolynomials.After all, every polynomial can be written asfor some,which is a linear combination of monomials.
Fourier basis forL2[0,1]
[edit]Sines and cosinesform an (orthonormal)Schauder basisforsquare-integrable functionson a bounded domain. As a particular example, the collection forms a basis forL2[0,1].
See also
[edit]- Basis (linear algebra)(Hamel basis)
- Schauder basis(in aBanach space)
- Dual basis
- Biorthogonal system(Markushevich basis)
- Orthonormal basisin aninner-product space
- Orthogonal polynomials
- Fourier analysisandFourier series
- Harmonic analysis
- Orthogonal wavelet
- Biorthogonal wavelet
- Radial basis function
- Finite-elements (bases)
- Functional analysis
- Approximation theory
- Numerical analysis
References
[edit]- Itô, Kiyosi (1993).Encyclopedic Dictionary of Mathematics(2nd ed.). MIT Press. p. 1141.ISBN0-262-59020-4.