Parameter Estimation and Inverse Problems, Volume 1Parameter Estimation and Inverse Problems primarily serves as a textbook for advanced undergraduate and introductory graduate courses. It promotes a fundamental understanding of parameter estimation and inverse problem philosophy and methodology. It introduces readers to Classical and Bayesian approaches to linear and nonlinear problems, with particular attention to computational, mathematical, and statistical issues related to their application to geophysical problems. Four appendices review foundational concepts in linear algebra, statistics, vector calculus, and notation. Pedagogy includes hundreds of highlighted equations, examples, and definitions; introductory chapter synopses; end-of-chapter exercises, both programming and theoretical; and suggestions for further reading. The text is designed to be accessible to graduate students and professionals in physical sciences without an extensive mathematical background.
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Contents
1 INTRODUCTION | 1 |
2 LINEAR REGRESSION | 15 |
3 DISCRETIZING CONTINUOUS INVERSE PROBLEMS | 41 |
4 RANK DEFICIENCY AND ILLCONDITIONING | 55 |
5 TIKHONOV REGULARIZATION | 89 |
6 ITERATIVE METHODS | 119 |
7 ADDITIONAL REGULARIZATION TECHNIQUES | 139 |
8 FOURIER TECHNIQUES | 153 |
11 BAYESIAN METHODS | 201 |
Appendix A REVIEW OF LINEAR ALGEBRA | 219 |
Appendix B REVIEW OF PROBABILITY AND STATISTICS | 251 |
Appendix C REVIEW OF VECTOR CALCULUS | 273 |
Appendix D GLOSSARY OF NOTATION | 281 |
283 | |
291 | |
International Geophysics Series | 297 |
Other editions - View all
Parameter Estimation and Inverse Problems Richard C. Aster,Brian Borchers,Clifford H. Thurber Limited preview - 2011 |
Parameter Estimation and Inverse Problems Richard C. Aster,Brian Borchers,Clifford H. Thurber Limited preview - 2013 |
Parameter Estimation and Inverse Problems Richard C. Aster,Brian Borchers,Clifford H. Thurber Limited preview - 2005 |