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In [[linear algebra]], a '''Hankel matrix''' (or '''catalecticant matrix'''), named after [[Hermann Hankel]], is a [[square matrix]] with constant skew-diagonals (positive sloping diagonals), e.g.:
 
:<math>\begin{bmatrix}
a & b & c & d & e \\
b & c & d & e & f \\
c & d & e & f & g \\
d & e & f & g & h \\
e & f & g & h & i \\
\end{bmatrix}.</math>
 
If the ''i'',''j'' element of ''A'' is denoted ''A''<sub>''i'',''j''</sub>, then we have
 
:<math>A_{i,j} = A_{i-1,j+1}.\ </math>
 
The Hankel matrix is closely related to the [[Toeplitz matrix]] (a Hankel matrix is an upside-down Toeplitz matrix). For a special case of this matrix see [[Hilbert matrix]].
 
A Hankel [[operator (mathematics)|operator]] on a [[Hilbert space]] is one whose matrix with respect to an [[orthonormal basis]] is a (possibly infinite) Hankel matrix
<math>(A_{i,j})_{i,j \ge 1}</math>, where <math> A_{i,j}</math> depends only on <math>i+j</math>.
 
The determinant of a Hankel matrix is called a [[catalecticant]].
 
==Hankel transform==
The '''Hankel transform''' is the name sometimes given to the transformation of a [[sequence]], where the transformed sequence corresponds to the determinant of the Hankel matrix. That is, the sequence <math>\{h_n\}_{n\ge 0}</math> is the Hankel transform of the sequence <math>\{b_n\}_{n\ge 0}</math> when
 
:<math>h_n = \det (b_{i+j-2})_{1 \le i,j \le n+1}.</math>
 
Here, <math>a_{i,j}=b_{i+j-2}</math> is the Hankel matrix of the sequence <math>\{b_n\}</math>.  The Hankel transform is invariant under the [[binomial transform]] of a sequence.  That is, if one writes
 
:<math>c_n = \sum_{k=0}^n {n \choose k} b_k</math>
 
as the binomial transform of the sequence <math>\{b_n\}</math>, then one has
 
:<math>\det (b_{i+j-2})_{1 \le i,j \le n+1} = \det (c_{i+j-2})_{1 \le i,j \le n+1}.</math>
 
== Hankel matrices for system identification ==
Hankel matrices are formed when given a sequence of output data and a realization of an underlying state-space or hidden Markov model is desired. The [[singular value decomposition]] of the Hankel matrix provides a means of computing the A, B, and C matrices which define the state-space realization.
 
== Orthogonal polynomials on the real line ==
{{Incomplete|section|date=February 2009}}
 
=== Positive Hankel matrices and the Hamburger moment problems ===
{{further|Hamburger moment problem}}
 
=== Orthogonal polynomials on the real line ===
 
=== Tridiagonal model of positive Hankel operators ===
 
==See also==
* [[Hamburger moment problem]]
* [[Toeplitz matrix]], a Hankel matrix 'upside-down'.
 
==References==
* {{cite book | title=An introduction to Hankel operators | author=J.R. Partington | authorlink=Jonathan Partington | series=LMS Student Texts | volume=13 | publisher=[[Cambridge University Press]] | year=1988 | isbn=0-521-36791-3 }}
 
[[Category:Matrices]]
[[Category:Transforms]]
 
 
{{Linear-algebra-stub}}

Revision as of 01:49, 16 January 2014

In linear algebra, a Hankel matrix (or catalecticant matrix), named after Hermann Hankel, is a square matrix with constant skew-diagonals (positive sloping diagonals), e.g.:

[abcdebcdefcdefgdefghefghi].

If the i,j element of A is denoted Ai,j, then we have

Ai,j=Ai1,j+1.

The Hankel matrix is closely related to the Toeplitz matrix (a Hankel matrix is an upside-down Toeplitz matrix). For a special case of this matrix see Hilbert matrix.

A Hankel operator on a Hilbert space is one whose matrix with respect to an orthonormal basis is a (possibly infinite) Hankel matrix (Ai,j)i,j1, where Ai,j depends only on i+j.

The determinant of a Hankel matrix is called a catalecticant.

Hankel transform

The Hankel transform is the name sometimes given to the transformation of a sequence, where the transformed sequence corresponds to the determinant of the Hankel matrix. That is, the sequence {hn}n0 is the Hankel transform of the sequence {bn}n0 when

hn=det(bi+j2)1i,jn+1.

Here, ai,j=bi+j2 is the Hankel matrix of the sequence {bn}. The Hankel transform is invariant under the binomial transform of a sequence. That is, if one writes

cn=k=0n(nk)bk

as the binomial transform of the sequence {bn}, then one has

det(bi+j2)1i,jn+1=det(ci+j2)1i,jn+1.

Hankel matrices for system identification

Hankel matrices are formed when given a sequence of output data and a realization of an underlying state-space or hidden Markov model is desired. The singular value decomposition of the Hankel matrix provides a means of computing the A, B, and C matrices which define the state-space realization.

Orthogonal polynomials on the real line

Template:Incomplete

Positive Hankel matrices and the Hamburger moment problems

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Orthogonal polynomials on the real line

Tridiagonal model of positive Hankel operators

See also

References

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Template:Linear-algebra-stub