Parameter estimation and inverse problems
Parameter Estimation and Inverse Problems primarily serves as a textbook for advanced undergraduate and introductory graduate courses. Class notes have been developed and reside on the World Wide Web for faciliting use and feedback by teaching colleagues. The authors' treatment promotes an unde...
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| Other Authors: | , |
| Format: | eBook |
| Language: | English |
| Published: |
Amsterdam
Elsevier Academic Press
c2005, 2005
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| Series: | International geophysics series
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| Subjects: | |
| Online Access: | |
| Collection: | Elsevier ScienceDirect eBooks - Collection details see MPG.ReNa |
Table of Contents:
- Includes bibliographical references (p. 283-289) and index
- Linear Regression
- Discretizing Continuous Inverse Problems
- Rank Deficiency and Ill-Conditioning
- Tikhonov Regularization
- Iterative Methods
- Other Regularization Techniques
- Fourier Techniques
- Nonlinear Regression
- Nonlinear Inverse Problems
- Bayesian Methods
- Review of Linear Algebra
- Appendix B: Review of Probability and Statistics
- Appendix C: Glossary of Notation
- Bibliography
- Index