Positive-definite function
From Wikipedia, the free encyclopedia
In mathematics, the term positive-definite function may refer to a couple of different concepts.
Contents |
[edit] In dynamical systems
A real-valued, continuously differentiable function f is positive definite on a neighborhood of the origin, D, if f(0) = 0 and f(x) > 0 for every non-zero .[1][2]
A function is negative definite if the inequality is reversed. A function is semidefinite if the strong inequality is replaced with a weak ( or ) one.
[edit] In complex analysis
A positive-definite function of a real variable x is a complex-valued function
- f:R → C
such that for any real numbers
- x1, ..., xn
the n×n matrix A with entries
- aij = f(xi − xj)
is positive semi-definite matrix. It is usual to restrict to the case in which f(−x) is the complex conjugate of f(x), making the matrix A Hermitian.
If a function f is positive semidefinite, we find by taking n = 1 that
- f(0) ≥ 0.
By taking n=2 and recognising that a positive-definite matrix has a positive determinant we get
- f(x − y)f(y − x) ≤ f(0)2
which implies
- |f(x)| ≤ f(0).
Positive-definiteness arises naturally in the theory of the Fourier transform; it is easy to see directly that to be positive-definite is a necessary condition on f, for it to be the Fourier transform of a function g on the real line with g(y) ≥ 0.
The converse result is Bochner's theorem, stating that a continuous positive-definite function on the real line is the Fourier transform of a (positive) measure[citation needed].
This result generalises to the context of Pontryagin duality, with positive-definite functions defined on any locally compact abelian topological group. Positive-definite functions also occur naturally in the representation theory of groups on Hilbert spaces (i.e. the theory of unitary representations).
[edit] See also
[edit] References
- ^ Verhulst, Ferdinand (1996). Nonlinear Differential Equations and Dynamical Systems, 2nd ed., Springer. ISBN 3-540-60934-2.
- ^ Hahn, Wolfgang (1967). Stability of Motion. Springer.