Parameter estimation and inverse problems
"Parameter Estimation and Inverse Problems introduces readers to Classical and Bayesian approaches to linear and nonlinear problems, with particular attention paid to computational, mathematical, and statistical issues related to their application to geophysical problems. The accompanying CD-ROM features computational examples, and exercises using MATLAB routines. After learning this material, students should be well prepared to appreciate research papers that apply these methods."--Jacket
International geophysics series, ; v. 90, v. 90
xii, 301 pages : illustrations ; 24 cm + 1 CD-ROM (4 3/4 in.).
9780120656042, 0120656043
57470064
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