Inverse Problems: Tikhonov Theory and Algorithms: 22 - Rilegato

Ito, Kazufumi; Jin, Bangti

 
9789814596190: Inverse Problems: Tikhonov Theory and Algorithms: 22
Rilegato
ISBN 10: 9814596191 ISBN 13: 9789814596190
Casa editrice: World Scientific Pub Co Inc, 2014

Sinossi

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 comprehensive treatment of modern techniques, and seamlessly blends regularization theory with computational methods, which is essential for developing accurate and efficient inversion algorithms for many practical inverse problems.It demonstrates many current developments in the field of computational inversion, such as value function calculus, augmented Tikhonov regularization, multi-parameter Tikhonov regularization, semismooth Newton method, direct sampling method, uncertainty quantification and approximate Bayesian inference. It is written for graduate students and researchers in mathematics, natural science and engineering.

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Editore
World Scientific Pub Co Inc
Data di pubblicazione
2014
Lingua
Inglese
ISBN 10 
9814596191
ISBN 13 
9789814596190
Rilegatura
Copertina rigida
Numero di pagine
319
Contatto del produttore
non disponibile
Persona responsabile
gpsr@libri.de
gpsr@libri.de

Friedensallee 273
Hamburg
22763
Germania