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Noisy Information and Computational Complexity - Leszek Plaskota

englanti
2011-11-23
87,95 € 135,31 €

-35% koodilla BOOKS

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Toimitus 15-21 arkipäivässä

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This book deals with the computational complexity of mathematical problems for which available information is partial, noisy and priced. The author develops a general theory of computational complexity of continuous problems with noisy information and gives a number of applications; he considers deterministic as well as stochastic noise. He also presents optimal algorithms, optimal information, and complexi ... Täydellinen kuvaus

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This book deals with the computational complexity of mathematical problems for which available information is partial, noisy and priced. The author develops a general theory of computational complexity of continuous problems with noisy information and gives a number of applications; he considers deterministic as well as stochastic noise. He also presents optimal algorithms, optimal information, and complexity bounds in different settings: worst case, average case, mixed worst-average, average-worst, and asymptotic. Particular topics include: the existence of optimal linear (affine) algorithms, optimality properties of smoothing spline, regularization and least squares algorithms (with the optimal choice of the smoothing and regularization parameters), adaption versus nonadaption, and relations between different settings. The book integrates the work of researchers over the past decade in such areas as computational complexity, approximation theory, and statistics, and includes many new results as well. The author supplies two hundred exercises to increase the reader's understanding of the subject.

Lisätietoja

Kirjoittaja Leszek Plaskota
Julkaisija Cambridge University Press
Julkaisuvuosi 2011
Kannen tyyppi Pehmeäkantinen
EAN 9780521349444
Kirjoita oma arvostelusi
Arvostelet: Noisy Information and Computational Complexity
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87,95 € 135,31 €