Hankel matrix

Hankel matrix

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

:egin{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}.

In mathematical terms:

:a_{i,j} = a_{i-1,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 an "infinite" Hankel matrix (a_{i,j})_{i,j ge 0}, where a_{i,j} depends only on i+j.

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 {h_n} is the Hankel transform of the sequence {b_n} when

:h_n = det (b_{i+j})_{0 le i,j le n}.

Here, a_{i,j}=b_{i+j} is the Hankel matrix of the sequence {b_n}. The Hankel transform is invariant under the binomial transform of a sequence. That is, if one writes

:c_n = sum_{k=0}^n {n choose k} b_k

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

:det (b_{i+j})_{0 le i,j le n} = det (c_{i+j})_{0 le i,j le n}.

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

Positive Hankel matrices and the Hamburger moment problem

Orthogonal polynomials on the real line

Tridiagonal model of positive Hankel operators

ee also

* Hamburger moment problem

References

*


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