vandermonde_approx_1d


vandermonde_approx_1d, an Octave code which finds a polynomial approximant to 1D data by setting up and solving an overdetermined linear system involving the Vandermonde matrix.

This software is primarily intended as an illustration of the problems that can occur when the approximation problem is naively formulated using the Vandermonde matrix. Unless the data points are well separated, and the degree of the polynomial is low, the linear system will become very difficult to store and solve accurately, because the monomials used as basis vectors by the Vandermonde approach become indistinguishable.

vandermonde_approx_1d() needs access to the R8LIB library. The test code also needs access to the TEST_INTERP library.

Licensing:

The computer code and data files described and made available on this web page are distributed under the MIT license

Languages:

vandermonde_approx_1d is available in a C version and a C++ version and a Fortran90 version and a MATLAB version and an Octave version and a Python version.

Related Data and Programs:

vandermonde_approx_1d_test

bernstein_polynomial, an Octave code which evaluates the Bernstein polynomials, useful for uniform approximation of functions;

chebyshev, an Octave code which computes the Chebyshev interpolant/approximant to a given function over an interval.

lagrange_approx_1d, an Octave code which defines and evaluates the Lagrange polynomial p(x) of degree m which approximates a set of nd data points (x(i),y(i)).

pwl_approx_1d, an Octave code which approximates a set of data using a piecewise linear function.

r8lib, an Octave code which contains many utility routines using double precision real (R8) arithmetic.

spline, an Octave code which constructs and evaluates spline interpolants and approximants.

test_approx, an Octave code which defines test problems for approximation, provided as a set of (x,y) data.

vandermonde_approx_2d, an Octave code which finds a polynomial approximant p(x,y) to a function of 2D data by setting up and solving an overdetermined linear system for the polynomial coefficients involving the Vandermonde matrix.

vandermonde_interp_1d, an Octave code which finds a polynomial interpolant to a function of 1D data by setting up and solving a linear system for the polynomial coefficients, involving the Vandermonde matrix.

Reference:

  1. Kendall Atkinson,
    An Introduction to Numerical Analysis,
    Prentice Hall, 1989,
    ISBN: 0471624896,
    LC: QA297.A94.1989.
  2. Philip Davis,
    Interpolation and Approximation,
    Dover, 1975,
    ISBN: 0-486-62495-1,
    LC: QA221.D33
  3. David Kahaner, Cleve Moler, Steven Nash,
    Numerical Methods and Software,
    Prentice Hall, 1989,
    ISBN: 0-13-627258-4,
    LC: TA345.K34.

Source Code:


Last modified on 14 June 2023.