A balanced presentation of the theoretical, practical, and computational aspects of nonlinear regression. Provides background material on linear regression, including a geometrical development for linear and nonlinear least squares. The authors employ real data sets throughout, and their extensive use of geometric constructs and continuing examples makes the progression of ideas appear very natural. Includes pseudocode for computing algorithms.
CONTENTS
1. Review of Linear Regression
2. Nonlinear Regression: Iterative Estimation and Linear Approximations
3. Practical Considerations in Nonlinear Regression
4. Multiresponse Parameter Estimation
5. Models Defined by Systems of Differential Equations
6. Graphical Summaries of Nonlinear Inference Regions
7. Curvature Measures of Nonlinearity
Appendix 1. Data Sets Used in Examples
Appendix 2. QR Decompositions Using Householder Transformations
Appendix 3. Pseudocode for Computing Algorithms
Appendix 4. Data Sets Used in Problems
Appendix 5. Evaluating Matrix Exponentials and Convolutions
Appendix 6. Interpolating Profile Pair Contours
Appendix 7. Key to Data Sets
References
Bibliography
Author Index
Subject Index
CONTENTS
1. Review of Linear Regression
2. Nonlinear Regression: Iterative Estimation and Linear Approximations
3. Practical Considerations in Nonlinear Regression
4. Multiresponse Parameter Estimation
5. Models Defined by Systems of Differential Equations
6. Graphical Summaries of Nonlinear Inference Regions
7. Curvature Measures of Nonlinearity
Appendix 1. Data Sets Used in Examples
Appendix 2. QR Decompositions Using Householder Transformations
Appendix 3. Pseudocode for Computing Algorithms
Appendix 4. Data Sets Used in Problems
Appendix 5. Evaluating Matrix Exponentials and Convolutions
Appendix 6. Interpolating Profile Pair Contours
Appendix 7. Key to Data Sets
References
Bibliography
Author Index
Subject Index
Páginas : 384
Peso : 3 mb.
Formato : DJVU.
Edición : Primera
Año de Publicación : 1988
ISBN : 978-0471816430
Editorial : Wiley
Autor : Douglas M. Bates, Donald G. Watts
| DEPOSITFILES | 4SHARED | UPLOADED | FREAKSHARE | UPLOADSTATION |
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