Parameter Estimation and Inverse Problems (Paperback, 3)

1. Introduction 2. Linear Regression 3. Rank Deficiency and Ill-Conditioning 4. Tikhonov Regularization 5. Discretizing by Basis Functions 6. Iterative Methods of Solving Linear Problems 7. Additional Regularization Techniques 8. Fourier Techniques 9. Nonlinear Regression 10. Nonlinear Inverse Problems 11. Bayesian Methods 12 Adjoint Methods