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Large-Scale Inverse Problems and Quantification of Uncertainty by George Biros (

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Item specifics

Condition
New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
ISBN-13
9780470697436
Book Title
Large-Scale Inverse Problems and Quantification of Uncertainty
ISBN
9780470697436
Publication Name
Large-Scale Inverse Problems and Quantification of Uncertainty
Publisher
John Wiley & Sons INC International Concepts
Subject
Mathematics
Publication Year
2010
Series
Wiley Series in Computational Statistics
Type
Textbook
Format
Hardcover
Language
English
Item Height
235 mm
Author
George Biros, Lorenz Biegler, Omar Ghattas, Luis Tenorio, Bani Mallick, Matthias Heinkenschloss, Bart van Bloemen Waanders, Youssef Marzouk, Karen Willcox, David Keyes
Item Weight
760 g
Item Width
158 mm
Number of Pages
388 Pages

About this product

Product Information

This book focuses on computational methods for large-scale statistical inverse problems and provides an introduction to statistical Bayesian and frequentist methodologies. Recent research advances for approximation methods are discussed, along with Kalman filtering methods and optimization-based approaches to solving inverse problems. The aim is to cross-fertilize the perspectives of researchers in the areas of data assimilation, statistics, large-scale optimization, applied and computational mathematics, high performance computing, and cutting-edge applications. The solution to large-scale inverse problems critically depends on methods to reduce computational cost. Recent research approaches tackle this challenge in a variety of different ways. Many of the computational frameworks highlighted in this book build upon state-of-the-art methods for simulation of the forward problem, such as, fast Partial Differential Equation (PDE) solvers, reduced-order models and emulators of the forward problem, stochastic spectral approximations, and ensemble-based approximations, as well as exploiting the machinery for large-scale deterministic optimization through adjoint and other sensitivity analysis methods. Key Features: Brings together the perspectives of researchers in areas of inverse problems and data assimilation. Assesses the current state-of-the-art and identify needs and opportunities for future research. Focuses on the computational methods used to analyze and simulate inverse problems. Written by leading experts of inverse problems and uncertainty quantification. Graduate students and researchers working in statistics, mathematics and engineering will benefit from this book.

Product Identifiers

Publisher
John Wiley & Sons INC International Concepts
ISBN-13
9780470697436
eBay Product ID (ePID)
92981472

Product Key Features

Number of Pages
388 Pages
Publication Name
Large-Scale Inverse Problems and Quantification of Uncertainty
Language
English
Subject
Mathematics
Publication Year
2010
Type
Textbook
Author
George Biros, Lorenz Biegler, Omar Ghattas, Luis Tenorio, Bani Mallick, Matthias Heinkenschloss, Bart van Bloemen Waanders, Youssef Marzouk, Karen Willcox, David Keyes
Series
Wiley Series in Computational Statistics
Format
Hardcover

Dimensions

Item Height
235 mm
Item Weight
760 g
Item Width
158 mm

Additional Product Features

Editor
George Biros, Luis Tenorio, Karen Willcox, Youssef Marzouk, Matthias Heinkenschloss, Bani Mallick, Bart van Bloemen Waanders, Omar Ghattas, David Keyes, Lorenz Biegler
Country/Region of Manufacture
United States

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