Parameter estimation and inverse problems /

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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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Bibliographic Details
Call Number:Libro Electrónico
Main Author: Aster, Richard C.
Other Authors: Thurber, Clifford H., Borchers, Brian
Format: Electronic eBook
Language:Inglés
Published: Amsterdam ; Boston : Elsevier Academic Press, �2005.
Series:International geophysics series ; ; v. 90.
Subjects:
Parameter estimation.
Mathematical models.
Estimation d'un param�etre.
Mod�eles math�ematiques.
mathematical models.
MATHEMATICS > Differential Equations > General.
Mathematical models
Parameter estimation
Online Access:Texto completo
Texto completo
Texto completo
Table of Contents:
  • Preface
  • 1. Introduction
  • 2. Linear Regression
  • 3. Discretizing Continuous Inverse Problems
  • 4. Rank Deficiency and Ill-Conditioning
  • 5. Tikhonov Regularization
  • 6. Iterative Methods
  • 7. Other Regularization Techniques
  • 8. Fourier Techniques
  • 9. Nonlinear Regression
  • 10. Nonlinear Inverse Problems
  • 11. Bayesian Methods
  • Appendix A: Review of Linear Algebra
  • Appendix B: Review of Probability and Statistics
  • Appendix C: Glossary of Notation
  • Bibliography
  • 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.

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