An Analysis Of The Total Least Squares Problem
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| Author | : Sabine Van Huffel |
| Publisher | : SIAM |
| Total Pages | : 302 |
| Release | : 1991-01-01 |
| Genre | : Mathematics |
| ISBN | : 0898712750 |
This is the first book devoted entirely to total least squares. The authors give a unified presentation of the TLS problem. A description of its basic principles are given, the various algebraic, statistical and sensitivity properties of the problem are discussed, and generalizations are presented. Applications are surveyed to facilitate uses in an even wider range of applications. Whenever possible, comparison is made with the well-known least squares methods. A basic knowledge of numerical linear algebra, matrix computations, and some notion of elementary statistics is required of the reader; however, some background material is included to make the book reasonably self-contained.
| Author | : S. van Huffel |
| Publisher | : Springer Science & Business Media |
| Total Pages | : 389 |
| Release | : 2013-03-14 |
| Genre | : Mathematics |
| ISBN | : 9401735522 |
In response to a growing interest in Total Least Squares (TLS) and Errors-In-Variables (EIV) modeling by researchers and practitioners, well-known experts from several disciplines were invited to prepare an overview paper and present it at the third international workshop on TLS and EIV modeling held in Leuven, Belgium, August 27-29, 2001. These invited papers, representing two-thirds of the book, together with a selection of other presented contributions yield a complete overview of the main scientific achievements since 1996 in TLS and Errors-In-Variables modeling. In this way, the book nicely completes two earlier books on TLS (SIAM 1991 and 1997). Not only computational issues, but also statistical, numerical, algebraic properties are described, as well as many new generalizations and applications. Being aware of the growing interest in these techniques, it is a strong belief that this book will aid and stimulate users to apply the new techniques and models correctly to their own practical problems.
| Author | : Gene H. Golub |
| Publisher | : |
| Total Pages | : 15 |
| Release | : 1980 |
| Genre | : Least squares |
| ISBN | : |
Totla least squares (TLS) is a method of fitting that is appropriate when there are errors in both the observation vector $b (mxl)$ and in the data matrix $A (mxn)$. The technique has been discussed by several authors and amounts to fitting a "best" subspace to the points $(a[superscript]{T}_{i},b_{i}), i=1,\ldots,m,$ where $a[superscript]{T}_{i}$ is the $i$-th row of $A$. In this paper a singular value decomposition analysis of the TLS problem is presented. The sensitivity of the TLS problem as well as its relationship to ordinary least squares regression is explored. Aan algorithm for solving the TLS problem is proposed that utilizes the singular value decomposition and which provides a measure of the underlying problem's sensitivity.
| Author | : Charles L. Lawson |
| Publisher | : SIAM |
| Total Pages | : 348 |
| Release | : 1995-12-01 |
| Genre | : Mathematics |
| ISBN | : 0898713560 |
This Classic edition includes a new appendix which summarizes the major developments since the book was originally published in 1974. The additions are organized in short sections associated with each chapter. An additional 230 references have been added, bringing the bibliography to over 400 entries. Appendix C has been edited to reflect changes in the associated software package and software distribution method.
| Author | : Sabine Van Huffel |
| Publisher | : SIAM |
| Total Pages | : 313 |
| Release | : 1991-01-01 |
| Genre | : Mathematics |
| ISBN | : 9781611971002 |
This is the first book devoted entirely to total least squares. The authors give a unified presentation of the TLS problem. A description of its basic principles are given, the various algebraic, statistical and sensitivity properties of the problem are discussed, and generalizations are presented. Applications are surveyed to facilitate uses in an even wider range of applications. Whenever possible, comparison is made with the well-known least squares methods. A basic knowledge of numerical linear algebra, matrix computations, and some notion of elementary statistics is required of the reader; however, some background material is included to make the book reasonably self-contained.
| Author | : Sabine Van Huffel |
| Publisher | : |
| Total Pages | : 370 |
| Release | : 1987 |
| Genre | : Least squares |
| ISBN | : |
In this thesis a deep study and analysis is made of the method of total least squares (TLS) which is one of several linear parameter estimation techniques that have been devised to compensate for data errors."--Introd.
| Author | : John Wolberg |
| Publisher | : Springer Science & Business Media |
| Total Pages | : 257 |
| Release | : 2006-02-08 |
| Genre | : Mathematics |
| ISBN | : 3540317201 |
Develops the full power of the least-squares method Enables engineers and scientists to apply the method to their specific problem Deals with linear as well as with non-linear least-squares, parametric as well as non-parametric methods
| Author | : James W. Demmel |
| Publisher | : SIAM |
| Total Pages | : 426 |
| Release | : 1997-08-01 |
| Genre | : Mathematics |
| ISBN | : 0898713897 |
This comprehensive textbook is designed for first-year graduate students from a variety of engineering and scientific disciplines.
| Author | : Sabine van Huffel |
| Publisher | : SIAM |
| Total Pages | : 404 |
| Release | : 1997-01-01 |
| Genre | : Mathematics |
| ISBN | : 9780898713930 |
An overview of the computational issues; statistical, numerical, and algebraic properties, and new generalizations and applications of advances on TLS and EIV models. Experts from several disciplines prepared overview papers which were presented at the conference and are included in this book.
| Author | : Stephen Boyd |
| Publisher | : Cambridge University Press |
| Total Pages | : 477 |
| Release | : 2018-06-07 |
| Genre | : Business & Economics |
| ISBN | : 1316518965 |
A groundbreaking introduction to vectors, matrices, and least squares for engineering applications, offering a wealth of practical examples.
