Parameter estimation and inverse problems
Contributors: Thurber, Clifford H.
Edition: 2nd ed. / Richard C. Aster, Clifford H. Thurber.
Publisher: Academic Press
Published: 2012
Place of publication: Waltham, MA
Language: eng
ISBN-13: 9780123850485
Subjects: Inversion (Geophysics); Mathematical models; Inverse problems (Differential equations); Parameter estimation
Notes: Includes bibliographical references and index.
Table of contents: title: Machine generated contents note: Preface Chapter 1: Introduction Chapter 2: Linear Regression Chapter 3: Rank Deficiency and Ill Conditioning Chapter 4: Tikhonov Regularization Chapter 5: Discretizing Inverse Problems Using Basis Functions Chapter 6: Iterative Methods Chapter 7: Additional Regularization Techniques Chapter 8: Fourier Techniques Chapter 9: Nonlinear Regression Chapter 10: Nonlinear Inverse Problems Chapter 11: Bayesian Methods Chapter 12: Epilogue A. Review of Linear Algebra B. Review of Probability and Statistics C. Review of Vector Calculus D. Glossary of Notation Bibliography Index.