Parameter Estimation and Inverse Problems

Name: Parameter Estimation and Inverse Problems
Price: 54.36 USD
Availability: InStock
ISBN: 9780123850485

ISBN-10: 0123850487

ISBN-13: 9780123850485

Edition: 2nd 2013

Authors: Richard C. Aster, Brian Borchers, Clifford H. Thurber

List price: $68.99

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Description:

Parameter Estimation and Inverse Problems, 2e provides geoscience students and professionals with answers to common questions like how one can derive a physical model from a finite set of observations containing errors, and how one may determine the quality of such a model. This book takes on these fundamental and challenging problems, introducing students and professionals to the broad range of approaches that lie in the realm of inverse theory. The authors present both the underlying theory and practical algorithms for solving inverse problems. The authors' treatment is appropriate for geoscience graduate students and advanced undergraduates with a basic working knowledge of calculus,…

Book details

List price: $68.99
Edition: 2nd
Copyright year: 2013
Publisher: Elsevier Science & Technology
Publication date: 2/22/2012
Binding: Hardcover
Pages: 376
Size: 7.50" wide x 9.21" long x 1.00" tall
Weight: 1.628
Language: English



Preface



Introduction



Linear Regression



Rank Deficiency and Ill Conditioning



Tikhonov Regularization



Discretizing Inverse Problems Using Basis Functions



Iterative Methods



Additional Regularization Techniques



Fourier Techniques



Nonlinear Regression



Nonlinear Inverse Problems



Bayesian Methods



Epilogue



Review of Linear Algebra



Review of Probability and Statistics



Review of Vector Calculus



Glossary of Notation


Bibliography


Index