Approximation Theory and Algorithms for Data Analysis - Couverture rigide

Livre 43 sur 55: Texts in Applied Mathematics

Iske, Armin

 
9783030052270: Approximation Theory and Algorithms for Data Analysis
Couverture rigide
ISBN 10 : 3030052273 ISBN 13 : 9783030052270
Editeur : Springer Nature Switzerland AG, 2019

Synopsis

This textbook offers an accessible introduction to the theory and numerics of approximation methods, combining classical topics of approximation with recent advances in mathematical signal processing, and adopting a constructive approach, in which the development of numerical algorithms for data analysis plays an important role.

The following topics are covered:

* least-squares approximation and regularization methods

* interpolation by algebraic and trigonometric polynomials

* basic results on best approximations

* Euclidean approximation

* Chebyshev approximation

* asymptotic concepts: error estimates and convergence rates

* signal approximation by Fourier and wavelet methods

* kernel-based multivariate approximation

* approximation methods in computerized tomography

Providing numerous supporting examples, graphical illustrations, and carefully selected exercises, this textbook is suitable for introductory courses, seminars, and distance learning programs on approximation for undergraduate students.


Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Armin Iske is professor of numerical approximation at the Department of Mathematics of the University of Hamburg.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer Nature Switzerland AG
Date d'édition
2019
Langue
anglais
ISBN 10 
3030052273
ISBN 13 
9783030052270
Reliure
Relié
Nombre de pages
368
Coordonnées du fabricant
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