Parameter estimation and inverse problems.
Parameter Estimation and Inverse Problems, 2e provides geoscience students and professionals with answers to common questions like how one can derive a physical model from a finite set of observations containing errors, and how one may determine the quality of such a model. This book takes on these...
Clasificación: | Libro Electrónico |
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Autores principales: | , , |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Waltham, MA :
Academic Press,
�2013.
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Edición: | 2nd ed. / |
Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 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.