Total Least Squares and Errors-in-Variables Modeling: Analysis, Algorithms and Applications

Author:   S. van Huffel ,  P. Lemmerling
Publisher:   Springer
Edition:   Softcover reprint of the original 1st ed. 2002
ISBN:  

9789048159574


Pages:   398
Publication Date:   01 December 2010
Format:   Paperback
Availability:   Out of stock   Availability explained
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Total Least Squares and Errors-in-Variables Modeling: Analysis, Algorithms and Applications


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Overview

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.

Full Product Details

Author:   S. van Huffel ,  P. Lemmerling
Publisher:   Springer
Imprint:   Springer
Edition:   Softcover reprint of the original 1st ed. 2002
Dimensions:   Width: 15.50cm , Height: 2.10cm , Length: 23.50cm
Weight:   0.629kg
ISBN:  

9789048159574


ISBN 10:   9048159571
Pages:   398
Publication Date:   01 December 2010
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Table of Contents

to Total Least Squares and Errors-in-Variables Modeling.- TLS and its Improvements by Semiparametric Approach.- Unifying Least Squares, Total Least Squares and Data Least Squares.- Bounds for the Least Squares Residual Using Scaled TLS.- Recent Developments in Rank Revealing and Lanczos Methods for Total Least Squares Related Problems.- A Regularized Total Least Squares Algorithm.- The Parametric Quadratic Form Method for Solving TLS Problems with Elementwise Weighting.- Structured Total Least Squares: Analysis, Algorithms and Applications.- Fast Structured Total Least Squares Algorithms via Exploitation of the Displacement Structure.- The Extended STLS Algorithm for Minimizing the Extended LS Criterion.- Bayesian Smoothing for Measurement Error Problems.- On the Polynomial Measurement Error Model.- On Consistent Estimators in Nonlinear Functional EIV Models.- On Consistent Estimators in Linear and Bilinear Multivariate Errors-in-Variables Models.- Identification of Semi-Linear Models Within an Errors-in-Variables Framework.- Cox’s Proportional Hazards Model under Covariate Measurement Error.- State-Space Estimation with Uncertain Models.- Models for Robust Estimation and Identification.- Robust Solutions to Linear Approximation Problems Under Ellipsoidal Uncertainty.- QR Factorization of the Jacobian in Some Structured Nonlinear Least Squares Problems.- Neural Minor Component Analysis and TLS.- On the Structural Line Segment Model.- Model Fitting for Multiple Variables by Minimising the Geometric Mean Deviation.- Perspectives on Errors-in-Variables Estimation for Dynamic Systems.- Errors-in-Variables Filtering in Behavioural and State-Space Contexts.- Weighted Total Least Squares, Rank Deficiency and Linear Matrix Structures.- Frequency-Domain TLS and GTLS Algorithmsfor Modal Analysis Applications.- A New Decimative Spectral Estimation Method with Unconstrained Model Order and Decimation Factor.- Modeling Audio with Damped Sinusoids Using Total Least Squares Algorithms.- Real-Time TLS Algorithms in Gaussian and Impulse Noise Environments.- Efficient Computation of the Riemannian SVD in Total Least Squares Problems in Information Retrieval.- Constrained Total Least Squares for Color Image Reconstruction.- Total Least Squares in Astronomy.- TLS and Constrained TLS Neural Networks for Computer Vision.

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