Computing Best Discrete Least-Squares Approximations by First-Degree Splines with Free Knots
DOI:
https://doi.org/10.53555/ms.v4i5.620Keywords:
splines, first-degree splines, broken lines, splines with free knots, least-squares approximation, best approximation, minimal bactericidal concentration (MBC), minimal inhibitory concentration (MIC)Abstract
We present an algorithm to compute best least-squares approximations of discrete real-valued functions by first-degree splines (broken lines) with free knots. We demonstrate that the algorithm delivers after a finite number of steps a (global) best approximation. The analysis is complemented by remarks on programming and by a number of numerical examples including applications from medicine (MBC, MIC). Key words: splines, first-degree splines, broken lines, splines with free knots, least-squares approximation, best approximation, minimal bactericidal concentration (MBC), minimal inhibitory concentration (MIC).
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Cromme, L. J.: A unified approach to differential characterizations of local best approximations for exponential sums und splines. J. of Approximation Theory, 36(4), 294-303 (1982)
Cromme, L. J., Kunath, J.: Discrete approximation by first-degree splines with free knots. Preprint at https://arxiv.org (2017).
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