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In mathematics, the trigonometric
moment problem In mathematics, a moment problem arises as the result of trying to invert the mapping that takes a measure ''μ'' to the sequences of moments :m_n = \int_^\infty x^n \,d\mu(x)\,. More generally, one may consider :m_n = \int_^\infty M_n(x) ...
is formulated as follows: given a sequence \_, does there exist a distribution function \mu on the interval ,2\pi/math> such that: c_k = \frac\int_0 ^ e^\,d \mu(\theta), with c_ = \overline_k for k \geq 1. In case the sequence is finite, i.e., \_^, it is referred to as the truncated trigonometric moment problem. An affirmative answer to the problem means that \_ are the Fourier-Stieltjes coefficients for some (consequently positive)
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all B ...
\mu on ,2\pi/math>.


Characterization

The trigonometric moment problem is solvable, that is, \_^ is a sequence of Fourier coefficients, if and only if the
Hermitian {{Short description, none Numerous things are named after the French mathematician Charles Hermite (1822–1901): Hermite * Cubic Hermite spline, a type of third-degree spline * Gauss–Hermite quadrature, an extension of Gaussian quadrature m ...
Toeplitz matrix In linear algebra, a Toeplitz matrix or diagonal-constant matrix, named after Otto Toeplitz, is a matrix in which each descending diagonal from left to right is constant. For instance, the following matrix is a Toeplitz matrix: :\qquad\begin a & b ...
T = \left(\begin c_0 & c_1 & \cdots & c_n \\ c_ & c_0 & \cdots & c_ \\ \vdots & \vdots & \ddots & \vdots \\ c_ & c_ & \cdots & c_0 \\ \end\right) with c_=\overline for k \geq 1, is positive semi-definite. The "only if" part of the claims can be verified by a direct calculation. We sketch an argument for the converse. The positive semidefinite matrix T defines a
sesquilinear In mathematics, a sesquilinear form is a generalization of a bilinear form that, in turn, is a generalization of the concept of the dot product of Euclidean space. A bilinear form is linear in each of its arguments, but a sesquilinear form allow ...
product on \mathbb^, resulting in a
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natu ...
(\mathcal, \langle \;,\; \rangle) of dimensional at most . The Toeplitz structure of T means that a "truncated" shift is a
partial isometry In functional analysis a partial isometry is a linear map between Hilbert spaces such that it is an isometry on the orthogonal complement of its kernel. The orthogonal complement of its kernel is called the initial subspace and its range is cal ...
on \mathcal. More specifically, let \ be the standard basis of \mathbb^. Let \mathcal and \mathcal be subspaces generated by the
equivalence class In mathematics, when the elements of some set S have a notion of equivalence (formalized as an equivalence relation), then one may naturally split the set S into equivalence classes. These equivalence classes are constructed so that elements ...
es \ respectively \. Define an operator V: \mathcal \rightarrow \mathcal by V _k= _\quad \mbox \quad k = 0 \ldots n-1. Since \langle V _j V _k\rangle = \langle _ _\rangle = T_ = T_ = \langle _ _\rangle, V can be extended to a partial isometry acting on all of \mathcal. Take a minimal
unitary Unitary may refer to: Mathematics * Unitary divisor * Unitary element * Unitary group * Unitary matrix * Unitary morphism * Unitary operator * Unitary transformation * Unitary representation * Unitarity (physics) * ''E''-unitary inverse semigroup ...
extension U of V, on a possibly larger space (this always exists). According to the
spectral theorem In mathematics, particularly linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful b ...
, there exists a Borel measure m on the
unit circle In mathematics, a unit circle is a circle of unit radius—that is, a radius of 1. Frequently, especially in trigonometry, the unit circle is the circle of radius 1 centered at the origin (0, 0) in the Cartesian coordinate system in the Eucli ...
\mathbb such that for all integer \langle (U^*)^k e_ e_ \rangle = \int_ z^ dm . For k = 0,\dotsc,n, the left hand side is \langle (U^*)^k e_ e_ \rangle = \langle (V^*)^k e_
e_ E, or e, is the fifth letter and the second vowel letter of the Latin alphabet, used in the modern English alphabet, the alphabets of other western European languages and others worldwide. Its name in English is ''e'' (pronounced ); plura ...
\rangle = \langle _
e_ E, or e, is the fifth letter and the second vowel letter of the Latin alphabet, used in the modern English alphabet, the alphabets of other western European languages and others worldwide. Its name in English is ''e'' (pronounced ); plura ...
\rangle = T_ = c_=\overline. As such, there is a j-
atomic measure In mathematics, more precisely in measure theory, an atom is a measurable set which has positive measure and contains no set of smaller positive measure. A measure which has no atoms is called non-atomic or atomless. Definition Given a measurable ...
m on \mathbb, with j \leq 2n + 1 < \infty (i.e. the set is finite), such that c_k = \int_ z^ dm = \int_ \bar^k dm, which is equivalent to c_k = \frac \int_0 ^ e^ d\mu(\theta). for some suitable measure \mu.


Parametrization of solutions

The above discussion shows that the trigonometric moment problem has infinitely many solutions if the Toeplitz matrix T is invertible. In that case, the solutions to the problem are in bijective correspondence with minimal unitary extensions of the
partial isometry In functional analysis a partial isometry is a linear map between Hilbert spaces such that it is an isometry on the orthogonal complement of its kernel. The orthogonal complement of its kernel is called the initial subspace and its range is cal ...
V.


See also

*
Bochner's theorem In mathematics, Bochner's theorem (named for Salomon Bochner) characterizes the Fourier transform of a positive finite Borel measure on the real line. More generally in harmonic analysis, Bochner's theorem asserts that under Fourier transform a ...
*
Hamburger moment problem In mathematics, the Hamburger moment problem, named after Hans Ludwig Hamburger, is formulated as follows: given a sequence (''m''0, ''m''1, ''m''2, ...), does there exist a positive Borel measure ''μ'' (for instance, the measure determined by ...
*
Moment problem In mathematics, a moment problem arises as the result of trying to invert the mapping that takes a measure ''μ'' to the sequences of moments :m_n = \int_^\infty x^n \,d\mu(x)\,. More generally, one may consider :m_n = \int_^\infty M_n(x) ...
*
Orthogonal polynomials on the unit circle In mathematics, orthogonal polynomials on the unit circle are families of polynomials that are orthogonal with respect to integration over the unit circle in the complex plane, for some probability measure on the unit circle. They were introduced ...
*
Spectral measure In mathematics, the spectral theory of ordinary differential equations is the part of spectral theory concerned with the determination of the spectrum and eigenfunction expansion associated with a linear ordinary differential equation. In his diss ...
*
Schur class In complex analysis, the Schur class is the set of holomorphic functions f(z) defined on the open unit disk \mathbb = \ and satisfying , f(z), \leq 1 that solve the Schur problem: Given complex numbers c_0,c_1,\dotsc,c_n, find a function :f(z) ...
*
Szegő limit theorems In mathematical analysis, the Szegő limit theorems describe the asymptotic behaviour of the determinants of large Toeplitz matrices. They were first proved by Gábor Szegő. Notation Let \phi: \mathbb\to\mathbb be a complex function ("''symbol'' ...
*
Wiener's lemma In mathematics, Wiener's lemma is a well-known identity which relates the asymptotic behaviour of the Fourier coefficients of a Borel measure on the circle to its atomic part. This result admits an analogous statement for measures on the real line ...


Notes


References

* * * * * * * * {{cite book , last= Zygmund , first= A. , author-link=Antoni Zygmund , title= Trigonometric Series , title-link = Trigonometric Series , edition=third , publisher = Cambridge University Press , location=Cambridge , year=2002 , isbn=0-521-89053-5 Probability problems Measure theory Functional analysis