From Surf Wiki (app.surf) — the open knowledge base

Basis function

Element of a basis for a function space

Summary

Element of a basis for a function space

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. In finite-dimensional vector spaces this representation is purely algebraic and involves only finitely many basis functions, whereas in infinite-dimensional settings it typically takes the form of an infinite series whose convergence depends on the topology of the space.

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).

Examples

Monomial basis for ''C^ω''

The monomial basis for the vector space of analytic functions is given by {x^n \mid n\in\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_1x^1 + a_2x^2 + \cdots + a_n x^n for some 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 {\sqrt{2}\sin(2\pi n x) \mid n \in \N } \cup {\sqrt{2} \cos(2\pi n x) \mid n \in \N } \cup {1} forms a basis for L2[0,1].

References

Wikipedia Source

This article was imported from Wikipedia and is available under the Creative Commons Attribution-ShareAlike 4.0 License. Content has been adapted to SurfDoc format. Original contributors can be found on the article history page.

numerical-analysis fourier-analysis linear-algebra numerical-linear-algebra types-of-functions

Want to explore this topic further?

Ask Mako anything about Basis function — get instant answers, deeper analysis, and related topics.

Research with Mako

Free with your Surf account

Content sourced from Wikipedia, available under CC BY-SA 4.0.

This content may have been generated or modified by AI. CloudSurf Software LLC is not responsible for the accuracy, completeness, or reliability of AI-generated content. Always verify important information from primary sources.

Report