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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Allg. & Lexika Bayesian Scientific Computing
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Bayesian Scientific Computing
Daniela Calvetti, Erkki Somersalo (Gebundene Ausgabe, Englisch)
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Beschreibung
The once esoteric idea of embedding scientific computing into a probabilistic framework, mostly along the lines of the Bayesian paradigm, has recently enjoyed wide popularity and found its way into numerous applications. This book provides an insider’s view of how to combine two mature fields, scientific computing and Bayesian inference, into a powerful language leveraging the capabilities of both… components for computational efficiency, high resolution power and uncertainty quantification ability. The impact of Bayesian scientific computing has been particularly significant in the area of computational inverse problems where the data are often scarce or of low quality, but some characteristics of the unknown solution may be available a priori. The ability to combine the flexibility of the Bayesian probabilistic framework with efficient numerical methods has contributed to the popularity of Bayesian inversion, with the prior distribution being the counterpart of classical regularization. However, the interplay between Bayesian inference and numerical analysis is much richer than providing an alternative way to regularize inverse problems, as demonstrated by the discussion of time dependent problems, iterative methods, and sparsity promoting priors in this book. The quantification of uncertainty in computed solutions and model predictions is another area where Bayesian scientific computing plays a critical role. This book demonstrates that Bayesian inference and scientific computing have much more in common than what one may expect, and gradually builds a natural interface between these two areas. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
10.03.2023
Sprache
Englisch
EAN
9783031238239
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Applied Mathematical Sciences
Sonderedition
Nein
Autor
Daniela Calvetti, Erkki Somersalo
Seitenanzahl
286
Einbandart
Gebundene Ausgabe
Schlagwörter
Bayesian Scientific Computing, Inverse Problems, statistical inference, probability distribution, numerical methods, numerical analysis
Thema-Inhalt
PBKS - Numerische Mathematik
PBF - Algebra
UYAM - Mathematik für Informatiker
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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