Parameter Estimation and Inverse Problems
Autor Richard C. Aster, Brian Borchers, Clifford H. Thurberen Limba Engleză Paperback – 18 aug 2016
Parameter Estimation and Inverse Problems, Second Edition introduces readers to both Classical and Bayesian approaches to linear and nonlinear problems with particular attention paid to computational, mathematical, and statistical issues related to their application to geophysical problems. The textbook includes Appendices covering essential linear algebra, statistics, and notation in the context of the subject.
- Includes appendices for review of needed concepts in linear, statistics, and vector calculus.
- Accessible to students and professionals without a highly specialized mathematical background.
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Specificații
ISBN-13: 9780128100929
ISBN-10: 0128100923
Pagini: 376
Dimensiuni: 191 x 235 x 22 mm
Greutate: 0.68 kg
Ediția:2. Auflage
Editura: ELSEVIER SCIENCE
ISBN-10: 0128100923
Pagini: 376
Dimensiuni: 191 x 235 x 22 mm
Greutate: 0.68 kg
Ediția:2. Auflage
Editura: ELSEVIER SCIENCE
Cuprins
1. Introduction2. Linear Regression3. Rank Deficiency and Ill Conditioning 4. Tikhonov Regularization5. Discretizing Inverse Problems Using Basis Functions6. Iterative Methods7. Additional Regularization Techniques8. Fourier Techniques9. Nonlinear Regression10. Nonlinear Inverse Problems11. Bayesian Methods12. EpilogueA. Review of Linear AlgebraB. Review of Probability and StatisticsC. Review of Vector CalculusD. Glossary of Notation
Recenzii
"A few years ago, it was my pleasure to review for the TLE this book’s first edition, published in 2005…The present revised version is some 60 pages longer and contains several significant modifications. As is true of the original, the book continues to be one of the clearest as well as the most comprehensive elementary expositions of discrete geophysical inverse theory. It is ideally suited for beginners as well as a fine resource for those searching for a particular inverse problem. Each algorithm is presented in the form of pseudo-code, then backed up by a collection of MATLAB codes downloadable from an Elsevier Web site…All examples in the book are beautifully illustrated with simple, easy to follow "cartoon" problems, and all painstakingly designed to illuminate the details of a particular numerical method." --The Leading Edge, July 2012