Cauchy matrix
In mathematics, a Cauchy matrix, named after Augustin-Louis Cauchy, is an m×''n matrix with elements a''ij in the form
where and are elements of a field, and and are injective sequences.
Properties
Every submatrix of a Cauchy matrix is itself a Cauchy matrix.The Hilbert matrix is a special case of the Cauchy matrix, where
Cauchy determinants
The determinant of a Cauchy matrix is clearly a rational fraction in the parameters and. If the sequences were not injective, the determinant would vanish, and tends to infinity if some tends to. A subset of its zeros and poles are thus known. The fact is that there are no more zeros and poles:The determinant of a square Cauchy matrix A is known as a Cauchy determinant and can be given explicitly as
It is always nonzero, and thus all square Cauchy matrices are invertible. The inverse A−1 = B = is given by
where Ai and Bi are the Lagrange polynomials for and, respectively. That is,
with
Generalization
A matrix C is called Cauchy-like if it is of the formDefining X=diag, Y=diag, one sees that both Cauchy and Cauchy-like matrices satisfy the displacement equation
. Hence Cauchy-like matrices have a common displacement structure, which can be exploited while working with the matrix. For example, there are known algorithms in literature for
- approximate Cauchy matrix-vector multiplication with ops,
- LU factorization with ops, and thus linear system solving,
- linear system solving in ops with the use of fast matrix multiplication algorithms, instead of ops without it, where is the displacement rank and.
- approximated or unstable algorithms for linear system solving in.