Richard C. Aster,
Richard C. (New Mexico Institute of Mining and Technology, Socorro, USA) Aster,
Brian Borchers,
Brian (New Mexico Institute of Mining and Technology, Socorro, USA) Borchers,
Clifford H. Thurber,
Clifford H. (University of Wisconsin-Madison, USA) Thurber
e.a.
Elsevier Science
e druk, 2018
9780128046517
Parameter Estimation and Inverse Problems
Specificaties
Paperback, blz.
|
Engels
Elsevier Science |
e druk, 2018
ISBN13: 9780128046517
Rubricering
Levertijd ongeveer 8 werkdagen
Samenvatting
Parameter Estimation and Inverse Problems, Third Edition, is structured around a course at New Mexico Tech and is designed to be accessible to typical graduate students in the physical sciences who do not have an extensive mathematical background. The book is complemented by a companion website that includes MATLAB codes that correspond to examples that are illustrated with simple, easy to follow problems that illuminate the details of particular numerical methods. Updates to the new edition include more discussions of Laplacian smoothing, an expansion of basis function exercises, the addition of stochastic descent, an improved presentation of Fourier methods and exercises, and more.
Specificaties
Inhoudsopgave
<p>1. Introduction2. Linear Regression3. Rank Deficiency and Ill-Conditioning4. Tikhonov Regularization5. Discretizing by Basis Functions6. Iterative Methods of Solving Linear Problems7. Additional Regularization Techniques8. Fourier Techniques9. Nonlinear Regression10. Nonlinear Inverse Problems11. Bayesian Methods12 Adjoint Methods</p>