Parameter Estimation and Inverse Problems

This book PDF is perfect for those who love Computers genre, written by Richard C. Aster and published by Academic Press which was released on 29 March 2024 with total hardcover pages 377. You could read this book directly on your devices with pdf, epub and kindle format, check detail and related Parameter Estimation and Inverse Problems books below.

Parameter Estimation and Inverse Problems
Author : Richard C. Aster
File Size : 51,7 Mb
Publisher : Academic Press
Language : English
Release Date : 29 March 2024
ISBN : 9780123850485
Pages : 377 pages
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Parameter Estimation and Inverse Problems by Richard C. Aster Book PDF Summary

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 -- IndexLinear 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.

Parameter Estimation and Inverse Problems

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

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Parameter Estimation and Inverse Problems

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

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Parameter Estimation and Inverse Problems

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

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Inverse Problem Theory and Methods for Model Parameter Estimation

While the prediction of observations is a forward problem, the use of actual observations to infer the properties of a model is an inverse problem. Inverse problems are difficult because they may not have a unique solution. The description of uncertainties plays a central role in the theory, which is

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Computational Methods for Inverse Problems

Provides a basic understanding of both the underlying mathematics and the computational methods used to solve inverse problems.

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Inverse Problems in the Mathematical Sciences

Inverse problems are immensely important in modern science and technology. However, the broad mathematical issues raised by inverse problems receive scant attention in the university curriculum. This book aims to remedy this state of affairs by supplying an accessible introduction, at a modest mathematical level, to the alluring field of

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Inverse Problem Theory

Inverse Problem Theory is written for physicists, geophysicists and all scientists facing the problem of quantitative interpretation of experimental data. Although it contains a lot of mathematics, it is not intended as a mathematical book, but rather tries to explain how a method of acquisition of information can be applied

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Parameter Estimation and Inverse Problems

Download or read online Parameter Estimation and Inverse Problems written by Richard C. Aster,Brian Borchers,Clifford H. Thurber, published by Unknown which was released on 2019. Get Parameter Estimation and Inverse Problems Books now! Available in PDF, ePub and Kindle.

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