Accuracy and Stability of Numerical Algorithms, Second Edition

Chapter 22: Vandermonde Systems

We began, 25 years ago, to take up [the conditioning of] the class of Vandermonde matrices. The original motivation came from unpleasant experiences with the computation of Gauss type quadrature rules from the moments of the underlying weight function.

- WALTER GAUTSCHI, How (Un)stable Are Vandermonde Systems? (1990)

Extreme ill-conditioning of the [Vandermonde] linear systems will eventually manifest itself as n increases by yielding an error curve which is not sufficiently levelled on the current reference ... or more seriously fails to have the correct number of sign changes.

- M. ALMACANY, C. B. DUNHAM, and J. WILLIAMS, Discrete Chebyshev Approximation by Interpolating Rationals (1984)

Overview

A Vandermonde matrix is defined in terms of scalars by


Vandermonde matrices play an important role in various problems, such as in polynomial interpolation. Suppose we wish to find the polynomial p n( x) = a nx n + a n ?1 x n ?1 + ? + a 0 that interpolates to the data ( ? i, f i) n i=0, for distinct points ? i, that is, p n( ? i) = f i, i = 0: n. Then the desired coefficient vector a = [ a 0, a 1,..., a n] T is the solution of the dual Vandermonde system


The primal system


represents a moment problem, which arises, for example, when determining the weights for a...

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