Inverse problems : Tikhonov theory and algorithms /

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Bibliographic Details
Author / Creator:Ito, Kazufumi, author.
Imprint:[Hackensack] New Jersey : World Scientific, 2014.
Description:1 online resource.
Language:English
Series:Series on Applied Mathematics ; v. 22
Series on applied mathematics.
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/11237198
Hidden Bibliographic Details
Other authors / contributors:Jin, Bangti, author.
ISBN:9814596205
9789814596206
9789814596190
9814596191
Notes:Includes bibliographical references and index.
Print version record.
Summary:Inverse problems arise in practical applications whenever one needs to deduce unknowns from observables. This monograph is a valuable contribution to the highly topical field of computational inverse problems. Both mathematical theory and numerical algorithms for model-based inverse problems are discussed in detail. The mathematical theory focuses on nonsmooth Tikhonov regularization for linear and nonlinear inverse problems. The computational methods include nonsmooth optimization algorithms, direct inversion methods and uncertainty quantification via Bayesian inference. The book offers a com.
Other form:Print version: 9789814596190 9814596191