Cargando…
Parameter estimation and inverse problems /
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...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Otros Autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Amsterdam ; Boston :
Elsevier Academic Press,
�2005.
|
| Colección: | International geophysics series ;
; v. 90. |
| Temas: | |
| Acceso en línea: | Texto completo Texto completo Texto completo |
MARC
| LEADER | 00000cam a2200000 a 4500 | ||
|---|---|---|---|
| 001 | SCIDIR_ocn162569183 | ||
| 003 | OCoLC | ||
| 005 | 20231117014920.0 | ||
| 006 | m o d | ||
| 007 | cr cn||||||||| | ||
| 008 | 070806s2005 ne a ob 001 0 eng d | ||
| 040 | |a OPELS |b eng |e pn |c OPELS |d BAKER |d OPELS |d OCLCQ |d MERUC |d N$T |d YDXCP |d E7B |d OKU |d CEF |d IDEBK |d REDDC |d OCLCQ |d OCLCO |d OCLCA |d OCLCF |d OCLCQ |d DEBSZ |d AGLDB |d LIP |d OCLCQ |d STF |d D6H |d OCLCQ |d VTS |d OCLCQ |d YOU |d LEAUB |d CNTRU |d M8D |d OCLCQ |d OCLCO |d OCLCQ |d OCLCO |d OCLCQ |d OCLCO | ||
| 019 | |a 123033019 |a 154690577 |a 441773293 |a 518438367 |a 643522741 |a 648163557 |a 814504684 |a 823138936 |a 823858689 |a 823928960 |a 824117586 |a 824171349 |a 1035670346 |a 1044290682 |a 1056425073 |a 1077862197 |a 1097329301 | ||
| 020 | |a 9780120656042 | ||
| 020 | |a 0120656043 | ||
| 020 | |a 0080470556 |q (electronic bk.) | ||
| 020 | |a 9780080470559 |q (electronic bk.) | ||
| 020 | |a 1280961171 | ||
| 020 | |a 9781280961175 | ||
| 035 | |a (OCoLC)162569183 |z (OCoLC)123033019 |z (OCoLC)154690577 |z (OCoLC)441773293 |z (OCoLC)518438367 |z (OCoLC)643522741 |z (OCoLC)648163557 |z (OCoLC)814504684 |z (OCoLC)823138936 |z (OCoLC)823858689 |z (OCoLC)823928960 |z (OCoLC)824117586 |z (OCoLC)824171349 |z (OCoLC)1035670346 |z (OCoLC)1044290682 |z (OCoLC)1056425073 |z (OCoLC)1077862197 |z (OCoLC)1097329301 | ||
| 050 | 4 | |a QA276.8 |b .A88 2005eb | |
| 072 | 7 | |a MAT |x 007000 |2 bisacsh | |
| 072 | 7 | |a RB |2 bicssc | |
| 082 | 0 | 4 | |a 515/.357 |2 22 |
| 100 | 1 | |a Aster, Richard C. | |
| 245 | 1 | 0 | |a Parameter estimation and inverse problems / |c Richard C. Aster, Brian Borchers, and Clifford H. Thurber. |
| 260 | |a Amsterdam ; |a Boston : |b Elsevier Academic Press, |c �2005. | ||
| 300 | |a 1 online resource (xii, 301 pages) : |b illustrations | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a International geophysics series ; |v v. 90 | |
| 520 | |a 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 understanding of fundamental and practical issus associated with parameter fitting and inverse problems including basic theory of inverse problems, statistical issues, computational issues, and an understanding of how to analyze the success and limitations of solutions to these probles. The text is also a practical resource for general students and professional researchers, where techniques and concepts can be readily picked up on a chapter-by-chapter basis. Parameter Estimation and Inverse Problems is structured around a course at New Mexico Tech and is designed to be accessible to typical graduate students in the physical sciences who may not have an extensive mathematical background. It is accompanied by a Web site that contains Matlab code corresponding to all examples. * Designed to be accessible to graduate students and professionals in physical sciences without an extensive mathematical background * Includes three appendices for review of linear algebra and crucial concepts in statistics * Battle-tested in courses at several universities *MATLAB exercises facilitate exploration of material. | ||
| 505 | 0 | |a 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. | |
| 504 | |a Includes bibliographical references (pages 283-289) and index. | ||
| 505 | 0 | |a 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. | |
| 588 | 0 | |a Print version record. | |
| 650 | 0 | |a Parameter estimation. | |
| 650 | 0 | |a Mathematical models. | |
| 650 | 6 | |a Estimation d'un param�etre. |0 (CaQQLa)201-0116120 | |
| 650 | 6 | |a Mod�eles math�ematiques. |0 (CaQQLa)201-0015060 | |
| 650 | 7 | |a mathematical models. |2 aat |0 (CStmoGRI)aat300065075 | |
| 650 | 7 | |a MATHEMATICS |x Differential Equations |x General. |2 bisacsh | |
| 650 | 7 | |a Mathematical models |2 fast |0 (OCoLC)fst01012085 | |
| 650 | 7 | |a Parameter estimation |2 fast |0 (OCoLC)fst01052990 | |
| 700 | 1 | |a Thurber, Clifford H. | |
| 700 | 1 | |a Borchers, Brian. | |
| 776 | 0 | 8 | |i Print version: |a Aster, Richard C. |t Parameter estimation and inverse problems. |d Amsterdam ; Boston : Elsevier Academic Press, �2005 |z 0120656043 |z 9780120656042 |w (DLC) 2005295471 |w (OCoLC)57470064 |
| 830 | 0 | |a International geophysics series ; |v ; v. 90. | |
| 856 | 4 | 0 | |u https://sciencedirect.uam.elogim.com/science/book/9780120656042 |z Texto completo |
| 856 | 4 | 0 | |u https://sciencedirect.uam.elogim.com/science/bookseries/00746142/90 |z Texto completo |
| 856 | 4 | 0 | |u https://sciencedirect.uam.elogim.com/science/publication?issn=00746142&volume=90 |z Texto completo |