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Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Greedy Approximation

Greedy Approximation

Hardcover

Series: Cambridge Monographs on Applied and Computational Mathematic, Book 20

General MathematicsProgramming

ISBN10: 1107003377
ISBN13: 9781107003378
Publisher: Cambridge University Press
Published: Sep 8 2011
Pages: 432
Weight: 1.63
Height: 1.00 Width: 6.00 Depth: 9.00
Language: English
This first book on greedy approximation gives a systematic presentation of the fundamental results. It also contains an introduction to two hot topics in numerical mathematics: learning theory and compressed sensing. Nonlinear approximation is becoming increasingly important, especially since two types are frequently employed in applications: adaptive methods are used in PDE solvers, while m-term approximation is used in image/signal/data processing, as well as in the design of neural networks. The fundamental question of nonlinear approximation is how to devise good constructive methods (algorithms) and recent results have established that greedy type algorithms may be the solution. The author has drawn on his own teaching experience to write a book ideally suited to graduate courses. The reader does not require a broad background to understand the material. Important open problems are included to give students and professionals alike ideas for further research.

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