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相关论文: A contribution to the condition number of the tota…

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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 $b$,…

数值分析 · 数学 2015-03-17 Zhongxiao Jia , Bingyu Li

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…

数值分析 · 数学 2021-11-01 Qiaohua Liu , Zhigang Jia

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…

数值分析 · 计算机科学 2010-12-30 Marc Baboulin , Serge Gratton

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…

数值分析 · 数学 2020-04-30 Qing-Le Meng , Huai-An Diao , Zheng-Jian Bai

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…

数值分析 · 数学 2020-12-18 Qiaohua Liu , Zhigang Jia , Yimin Wei

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;…

数值分析 · 数学 2020-12-04 Qiaohua Liu , Qian Zhang , Dongmei Shen

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…

数值分析 · 数学 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…

数值分析 · 数学 2021-11-09 Mahvish Samar

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…

数值分析 · 数学 2019-07-08 Shaoxin Wang , Hanyu Li , Hu Yang

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…

数值分析 · 数学 2020-07-24 Shaoxin Wang , Hanyu Li , Hu Yang

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…

机器学习 · 统计学 2014-07-01 Dmitry Malioutov , Nikolai Slavov

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…

数值分析 · 数学 2017-05-23 Huai-An Diao , Liming Liang , Sanzheng Qiao

A simple formula is proved to be a tight estimate for the condition number of the full rank linear least squares residual with respect to the matrix of least squares coefficients and scaled 2-norms. The tight estimate reveals that the…

数值分析 · 数学 2015-03-13 Joseph F. Grcar

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…

数值分析 · 数学 2016-09-05 Hanyu Li , Shaoxin Wang

In this paper, we propose a unified non-conforming least-squares spectral element approach for solving Stokes equations with various non-standard boundary conditions. Existing least-squares formulations mostly deal with Dirichlet boundary…

数值分析 · 数学 2022-09-07 Subhashree Mohapatra , N. Kishore Kumar , Shivangi Joshi

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…

环与代数 · 数学 2025-10-20 P. P. N. de Groen

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…

数值分析 · 数学 2016-12-13 Huai-An Diao

We develop new techniques for proving lower bounds on the least singular value of random matrices with limited randomness. The matrices we consider have entries that are given by polynomials of a few underlying base random variables. This…

数据结构与算法 · 计算机科学 2025-09-29 Aditya Bhaskara , Eric Evert , Vaidehi Srinivas , Aravindan Vijayaraghavan

This paper looks to apply the mathematical framework of the Theory of Functional Connections to the solution of boundary-value problems arising from hybrid systems. The Theory of Functional Connections is a technique to derive constrained…

最优化与控制 · 数学 2021-03-10 Hunter Johnston , Daniele Mortari

Many numerical problems with input $x$ and output $y$ can be formulated as a system of equations $F(x, y) = 0$ where the goal is to solve for $y$. The condition number measures the change of $y$ for small perturbations to $x$. From this…

数值分析 · 数学 2026-01-27 Nick Dewaele , Nick Vannieuwenhoven
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