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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

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 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, 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

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, 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

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

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, 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

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

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 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

This paper addresses structured normwise, mixed, and componentwise condition numbers (CNs) for a linear function of the solution to the generalized saddle point problem (GSPP). We present a general framework that enables us to measure the…

Numerical Analysis · Mathematics 2024-09-12 Sk. Safique Ahmad , Pinki Khatun

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

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

Both structured componentwise and structured normwise perturbation analysis of the Tikhonov regularization are presented. The structured matrices under consideration include: Toeplitz, Hankel, Vandermonde, and Cauchy matrices. Structured…

Numerical Analysis · Mathematics 2016-01-12 Huai-An Diao , Yimin Wei , Sanzheng Qiao

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 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

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

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…

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