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This paper is devoted to condition numbers of the total least squares problem with linear equality constraint (TLSE). With novel limit techniques, closed formulae for normwise, mixed and componentwise condition numbers of the TLSE problem…

Numerical Analysis · Mathematics 2021-11-01 Qiaohua Liu , Zhigang Jia

In this paper, we derive the mixed and componentwise condition numbers for a linear function of the solution to the total least squares with linear equality constraint (TLSE) problem. The explicit expressions of the mixed and componentwise…

Numerical Analysis · Mathematics 2021-11-09 Mahvish Samar

In this paper, we consider the mixed and componentwise condition numbers for a linear function of the solution to the total least squares (TLS) problem. We derive the explicit expressions of the mixed and componentwise condition numbers…

Numerical Analysis · Mathematics 2016-12-28 Huai-An Diao , Yang Sun

In this paper, the normwise condition number of a linear function of the equality constrained linear least squares solution called the partial condition number is considered. Its expression and closed formulae are first presented when the…

Numerical Analysis · Mathematics 2016-03-29 Hanyu Li , Shaoxin Wang

This paper concerns cheaply computable formulas and bounds for the condition number of the TLS problem. For a TLS problem with data $A$, $b$, two formulas are derived that are simpler and more compact than the known results in the…

Numerical Analysis · Mathematics 2011-01-13 Zhongxiao Jia , Bingyu Li

A new closed formula for the first order perturbation estimate of the mixed least squares-total least squares (MTLS) solution is presented. It is mathematically equivalent to the one by Zheng and Yang(Numer. Linear Algebra Appl. 2019;…

Numerical Analysis · Mathematics 2020-12-04 Qiaohua Liu , Qian Zhang , Dongmei Shen

This paper concerns singular value decomposition (SVD)-based computable formulas and bounds for the condition number of the Total Least Squares (TLS) problem. For the TLS problem with the coefficient matrix $A$ and the right-hand side $b$,…

Numerical Analysis · Mathematics 2015-03-17 Zhongxiao Jia , Bingyu Li

In this paper, we consider the mixed and componentwise condition numbers for a linear function of the solution to the linear least squares problem with equality constrains (LSE). We derive the explicit expressions of the mixed and…

Numerical Analysis · Mathematics 2016-12-13 Huai-An Diao

In this paper, we present explicit expressions for the mixed and componentwise condition numbers of the truncated total least squares (TTLS) solution of $A\boldsymbol{x} \approx \boldsymbol{b} $ under the genericity condition, where $A$ is…

Numerical Analysis · Mathematics 2020-04-30 Qing-Le Meng , Huai-An Diao , Zheng-Jian Bai

In this paper, within a unified framework of the condition number theory we present the explicit expression of the projected condition number of the equality constrained indefinite least squares problem. By setting specific norms and…

Numerical Analysis · Mathematics 2020-07-24 Shaoxin Wang , Hanyu Li , Hu Yang

This paper deals with a homoskedastic errors-in-variables linear regression model and properties of the total least squares (TLS) estimator. We partly revise the consistency results for the TLS estimator previously obtained by the author…

Probability · Mathematics 2018-10-24 Sergiy Shklyar

In this paper, we consider the explicit expressions of the normwise condition number for the scaled total least squares problem. Some techniques are introduced to simplify the expression of the condition number, and some new results are…

Numerical Analysis · Mathematics 2019-07-08 Shaoxin Wang , Hanyu Li , Hu Yang

This paper proposes a theoretical framework to address the reduced biquaternion equality-constrained total least squares (RBTLSE) problem. The objective is to find an approximate solution to the system $AX \approx B$, subject to linear…

Rings and Algebras · Mathematics 2025-06-24 Neha Bhadala

The condition number of a linear function of the indefinite least squares solution is called the partial condition number for the indefinite least squares problem. In this paper, based on a new and very general condition number which can be…

Numerical Analysis · Mathematics 2016-09-05 Hanyu Li , Shaoxin Wang

In this paper, based on the theory of adjoint operators and dual norms, we define condition numbers for a linear solution function of the weighted linear least squares problem. The explicit expressions of the normwise and componentwise…

Numerical Analysis · Mathematics 2017-05-23 Huai-An Diao , Liming Liang , Sanzheng Qiao

We consider the linear least squares problem with linear equality constraints (LSE problem) formulated as $\min_{x\in\mathbb{R}^{n}}\|Ax-b\|_2 \ \mathrm{s.t.} \ Cx = d$. Although there are some classical methods available to solve this…

Numerical Analysis · Mathematics 2025-01-06 Haibo Li

The method of ``Total Least Squares'' is proposed as a more natural way (than ordinary least squares) to approximate the data if both the matrix and and the right-hand side are contaminated by ``errors''. In this tutorial note, we give a…

Rings and Algebras · Mathematics 2025-10-20 P. P. N. de Groen

We study the total least squares (TLS) problem that generalizes least squares regression by allowing measurement errors in both dependent and independent variables. TLS is widely used in applied fields including computer vision, system…

Machine Learning · Statistics 2014-07-01 Dmitry Malioutov , Nikolai Slavov

In this paper, we concentrate on the backward error and condition number of the indefinite least squares problem. For the normwise backward error of the indefinite least square problem, we adopt the linearization method to derive the tight…

Numerical Analysis · Mathematics 2016-12-21 Huai-An Diao , Tong-Yu Zhou

There are many practical applications based on the Least Square Error (LSE) or Total Least Square Error (TLSE) methods. Usually the standard least square error is used due to its simplicity, but it is not an optimal solution, as it does not…

General Mathematics · Mathematics 2022-09-19 Vaclav Skala
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