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Linear Functional


A linear functional on a vector space V over a field k is a linear transformation T:V->k. It satisfies the following properties for all v,w in V and alpha in k (Axler 2026, p. 105).

1. T(v+w)=T(v)+T(w), and

2. T(alphav)=alphaT(v).

For a real vector space, k=R; for a complex vector space, k=C. All linear functionals on V form its dual vector space.

On a real or complex normed space, a linear functional is continuous iff it is bounded, meaning that |T(v)|<=C||v|| for some constant C and every v in V (Schenker 2008, p. 6-1). The continuous linear functionals form the dual normed space. Linearity alone does not imply continuity. For example, on the vector space of real polynomials with the supremum norm on [0,1], the linear functional T(p)=p(2) is unbounded, since ||x^n||=1 and T(x^n)=2^n for every positive integer n.

Generalized functions are continuous linear functionals on suitable function spaces of test functions.


See also

Dual Normed Space, Dual Vector Space, Functional, Generalized Function, Linear Function, Vector Space

Portions of this entry contributed by Todd Rowland

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References

Axler, S. Linear Algebra Done Right, 4th ed. Author-hosted revision, Aug. 16, 2026. https://linear.axler.net/LADR4e.pdf.Schenker, J. Functional Analysis (Math 920). Lecture Notes for Spring 2008. https://users.math.msu.edu/users/schenke6/920/920notes.pdf.

Referenced on Wolfram|Alpha

Linear Functional

Cite this as:

Weisstein, Eric W., with contributions by Todd Rowland. "Linear Functional." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/LinearFunctional.html

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