Basis function
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In mathematics, a basis function is an element of a particular basis for a function space. 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, basis functions are also called blending functions, because of their use in interpolation: 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).
Contents
β’ Examples
β’ See also
β’ References
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Examples
Monomial basis for C Ο
The monomial basis for the vector space of analytic functions is given by { x n β£ n β N } . {\displaystyle \{x^{n}\mid n\in \mathbb {N} \}.}
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 a 0 + a 1 x 1 + a 2 x 2 + β― + a n x n {\displaystyle a_{0}+a_{1}x^{1}+a_{2}x^{2}+\cdots +a_{n}x^{n}} for some n β N {\displaystyle n\in \mathbb {N} } , which is a linear combination of monomials.
Fourier basis for L 2 [0,1]
Sines and cosines form an (orthonormal) Schauder basis for square-integrable functions on a bounded domain. As a particular example, the collection { 2 sin β‘ ( 2 Ο n x ) β£ n β N } βͺ { 2 cos β‘ ( 2 Ο n x ) β£ n β N } βͺ { 1 } {\displaystyle \{{\sqrt {2}}\sin(2\pi nx)\mid n\in \mathbb {N} \}\cup \{{\sqrt {2}}\cos(2\pi nx)\mid n\in \mathbb {N} \}\cup \{1\}} forms a basis for L20,1.
See also
β’ Schauder basis (in a Banach space)
β’ Dual basis
β’ Biorthogonal system (Markushevich basis)
β’ Orthonormal basis in an inner-product space
β’ Fourier analysis and Fourier series
References
β’ citerefit-1993ItΓ΄, Kiyosi (1993). Encyclopedic Dictionary of Mathematics (2nd ed.). MIT Press. p. 1141. ISBN 0-262-59020-4.