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Sparse Approximation with Bases

AUTHOR Tikhonov, Sergey; Temlyakov, Vladimir
PUBLISHER Birkhauser (04/17/2015)
PRODUCT TYPE Paperback (Paperback)

Description

This book systematically presents recent fundamental results on greedy approximation with respect to bases.

Motivated by numerous applications, the last decade has seen great successes in studying nonlinear sparse approximation. Recent findings have established that greedy-type algorithms are suitable methods of nonlinear approximation in both sparse approximation with respect to bases and sparse approximation with respect to redundant systems. These insights, combined with some previous fundamental results, form the basis for constructing the theory of greedy approximation. Taking into account the theoretical and practical demand for this kind of theory, the book systematically elaborates a theoretical framework for greedy approximation and its applications.

The book addresses the needs of researchers working in numerical mathematics, harmonic analysis, and functional analysis. It quickly takes the reader from classical results to the latest frontier, but is written at the level of a graduate course and does not require a broad background in the field.
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Product Format
Product Details
ISBN-13: 9783034808897
ISBN-10: 3034808895
Binding: Paperback or Softback (Trade Paperback (Us))
Content Language: English
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Page Count: 261
Carton Quantity: 24
Product Dimensions: 6.64 x 0.51 x 9.54 inches
Weight: 1.18 pound(s)
Country of Origin: DE
Subject Information
BISAC Categories
Mathematics | Functional Analysis
Mathematics | Mathematical Analysis
Mathematics | Programming - Algorithms
Dewey Decimal: 515.252
Descriptions, Reviews, Etc.
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This book systematically presents recent fundamental results on greedy approximation with respect to bases.

Motivated by numerous applications, the last decade has seen great successes in studying nonlinear sparse approximation. Recent findings have established that greedy-type algorithms are suitable methods of nonlinear approximation in both sparse approximation with respect to bases and sparse approximation with respect to redundant systems. These insights, combined with some previous fundamental results, form the basis for constructing the theory of greedy approximation. Taking into account the theoretical and practical demand for this kind of theory, the book systematically elaborates a theoretical framework for greedy approximation and its applications.

The book addresses the needs of researchers working in numerical mathematics, harmonic analysis, and functional analysis. It quickly takes the reader from classical results to the latest frontier, but is written at the level of a graduate course and does not require a broad background in the field.
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Author: Temlyakov, Vladimir
Vladimir Temlyakov is Carolina Distinguished Professor in the Department of Mathematics at the University of South Carolina.
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Paperback