On the Closed Form Expression of Elementary Symmetric Polynomials and the Inverse of Vandermonde Matrix

09/18/2019
by   Mahdi S. Hosseini, et al.
0

Inverse Vandermonde matrix calculation is a long-standing problem to solve nonsingular linear system Vc=b where the rows of a square matrix V are constructed by progression of the power polynomials. It has many applications in scientific computing including interpolation, super-resolution, and construction of special matrices applied in cryptography. Despite its numerous applications, the matrix is highly ill-conditioned where specialized treatments are considered for approximation such as conversion to Cauchy matrix, spectral decomposition, and algorithmic tailoring of the numerical solutions. In this paper, we propose a generalized algorithm that takes arbitrary pairwise (non-repetitive) sample nodes for solving inverse Vandermonde matrix. This is done in two steps: first, a highly balanced recursive algorithm is introduced with O(N) complexity to solve the combinatorics summation of the elementary symmetric polynomials; and second, a closed-form solution is tailored for inverse Vandermonde where the matrix' elements utilize this recursive summation for the inverse calculations. The numerical stability and accuracy of the proposed inverse method is analyzed through the spectral decomposition of the Frobenius companion matrix that associates with the corresponding Vandermonde matrix. The results show significant improvement over the state-of-the-art solutions using specific nodes such as Nth roots of unity defined on the complex plane. A basic application in one dimensional interpolation problem is considered to demonstrate the utility of the proposed method for super-resolved signals.

READ FULL TEXT
research
05/07/2020

Structured inversion of the Bernstein-Vandermonde Matrix

Bernstein polynomials, long a staple of approximation theory and computa...
research
08/25/2017

Inverse of a Special Matrix and Application

The matrix inversion is an interesting topic in algebra mathematics. How...
research
02/23/2017

Fast generalized Bruhat decomposition

The deterministic recursive pivot-free algorithms for the computation of...
research
07/24/2020

A new approach to find an approximate solution of linear initial value problems

This work investigates a new approach to find closed form analytical app...
research
07/12/2019

Structured inversion of the Bernstein mass matrix

Bernstein polynomials, long a staple of approximation theory and computa...
research
11/03/2021

Symbolic spectral decomposition of 3x3 matrices

Spectral decomposition of matrices is a recurring and important task in ...
research
02/21/2021

Generalized Gapped-kmer Filters for Robust Frequency Estimation

In this paper, we study the generalized gapped k-mer filters and derive ...

Please sign up or login with your details

Forgot password? Click here to reset