Discrete Approximation by First-Degree Splines with Free Knots
DOI:
https://doi.org/10.53555/ms.v4i5.621Keywords:
splines of degree one, splines with free knots, best approximation, discrete approx- imation, Lp-approximation (1 ≤ p ≤ ∞), existence theorem, first-degree splines, broken linesAbstract
This paper deals with the approximation of discrete real-valued functions by first-degree splines (broken lines) with free knots for arbitrary Lp-norms (1 ≤ p ≤ ∞). We prove the existence of best approximations und derive statements on the position of the (free) knots of a best approximation. Building on this, elsewhere we develop an algorithm to determine a (global) best approximation in the L2-norm.
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Cromme, L. J., Kunath, J., Krebs, A.: Computing best discrete least-squares approximations by first-degree splines with free knots. Preprint at https://arxiv.org (2017).
Koci´c, L. M., Milovanovi´c, G. V.: Shape Preserving Approximations by Polynomials and Splines. Computers Math. Applic., 33(11), 59-97 (1997)
Koutsoyiannis, D.: Broken line smoothing: a simple method for interpolating and smoothing data series. Environmental Modelling and Software, 14, 139-149 (2000)
Rice, J.R.: The Approximation of Functions Vol. II - Nonlinear and multivariate theory. Addisson-Wesley, Reading, Massachusetts (1969)
Richards, F. B.: A Gibbs Phenomenon for Spline Functions. J. of Approximation Theory, 66(3), 344-351 (1991)
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