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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, 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

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, 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

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

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

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

Perturbation theory plays a crucial role in sensitivity analysis, which is extensively used to assess the robustness of numerical techniques. To quantify the relative sensitivity of any problem, it becomes essential to investigate…

Numerical Analysis · Mathematics 2024-08-06 Sk. Safique Ahmad , Pinki Khatun

This paper is devoted to condition numbers of the multidimensional total least squares problem with linear equality constraint (TLSE). Based on the perturbation theory of invariant subspace, the TLSE problem is proved to be equivalent to a…

Numerical Analysis · Mathematics 2020-12-18 Qiaohua Liu , Zhigang Jia , Yimin Wei

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

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 focuses on solving large-scale, ill-conditioned, and overdetermined sparse least squares problems that arise from numerical partial differential equations (PDEs), mainly from the random feature method. To address these…

Numerical Analysis · Mathematics 2024-09-25 Jingrun Chen , Longze Tan

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

We derive closed formulas for the condition number of a linear function of the total least squares solution. Given an over determined linear system Ax=b, we show that this condition number can be computed using the singular values and the…

Numerical Analysis · Computer Science 2010-12-30 Marc Baboulin , Serge Gratton

Recent development on mixed precision techniques has largely enhanced the performance of various linear algebra solvers, one of which being the solver for the least squares problem $\min_{x}\lVert b-Ax\rVert_{2}$. By transforming least…

Numerical Analysis · Mathematics 2025-09-09 Bowen Gao , Yuxin Ma , Meiyue Shao

In this paper, we consider the structured perturbation analysis for multiple right-hand side linear systems with parameterized coefficient matrix. Especially, we present the explicit expressions for structured condition numbers for multiple…

Numerical Analysis · Mathematics 2019-10-15 Qingle Meng , Huaian Diao , Qinghua Yu

The condition number of solutions to full rank linear least-squares problem are shown to be given by an optimization problem that involves nuclear norms of rank 2 matrices. The condition number is with respect to the least-squares…

Numerical Analysis · Mathematics 2015-03-13 Joseph F. Grcar

In this paper we carefully study the MSE performance of the linear analog codes. We have derived a lower bound of the MSE performance under Likelihood(ML) and Linear Minimal Mean Square Error(LMMSE) decoding criteria respectively. It is…

Information Theory · Computer Science 2015-11-19 Yang Liu , Jing Li , Kai Xie

We perform a smoothed analysis of the componentwise condition numbers for determinant computation, matrix inversion, and linear equations solving for sparse n times n matrices. The bounds we obtain for the ex- pectations of the logarithm of…

Numerical Analysis · Mathematics 2013-02-26 Dennis Cheung , Felipe Cucker

An apriori bound for the condition number associated to each of the following problems is given: general linear equation solving, minimum squares, non-symmetric eigenvalue problems, solving univariate polynomials, solving systems of…

Numerical Analysis · Mathematics 2025-10-20 Gregorio Malajovich
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