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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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Aster, Richard C.
Otros Autores: Thurber, Clifford H., Borchers, Brian
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam ; Boston : Elsevier Academic Press, ©2005.
Colección:International geophysics series ; ; v. 90.
Temas:
Parameter estimation.
Mathematical models.
Estimation d'un paramètre.
Modèles mathématiques.
mathematical models.
MATHEMATICS > Differential Equations > General.
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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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