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Positive definite estimation of large covariance matrix using generalized nonconvex penalties [PDF]

open access: greenIEEE Access, 2016
This paper addresses the issue of large covariance matrix estimation in a high-dimensional statistical analysis. Recently, improved iterative algorithms with positive-definite guarantee have been developed.
Fei Wen   +3 more
doaj   +2 more sources

Positive-Definite Sparse Precision Matrix Estimation

open access: diamondAdvances in Pure Mathematics, 2017
The positive-definiteness and sparsity are the most important property of high-dimensional precision matrices. To better achieve those property, this paper uses a sparse lasso penalized D-trace loss under the positive-definiteness constraint to estimate high-dimensional precision matrices.
Lin Xia   +3 more
openalex   +3 more sources

Positive Definite Solutions of the Matrix Equation Xr-∑i=1mAi∗X-δiAi=I [PDF]

open access: goldAbstract and Applied Analysis, 2015
We investigate the nonlinear matrix equation Xr-∑i=1mAi∗X-δiAi=I, where r is a positive integer and δi∈(0,1], for i=1,2,…,m. We establish necessary and sufficient conditions for the existence of positive definite solutions of this equation.
Asmaa M. Al-Dubiban
doaj   +2 more sources

Positive definite solution of non-linear matrix equations through fixed point technique

open access: goldAIMS Mathematics, 2022
The goal of this study is to solve a non-linear matrix equation of the form $ \mathcal{X} = \mathcal{Q} + \sum\limits_{i = 1}^{m} \mathcal{B}_{i}^{*}\mathcal{G} (\mathcal{X})\mathcal{B}_{i} $, where $ \mathcal{Q} $ is a Hermitian positive definite ...
Sourav Shil, Hemant Kumar Nashine
doaj   +2 more sources

Matrix-valued positive definite kernels given by expansions: strict positive definiteness [PDF]

open access: diamondMathematical Inequalities & Applications, 2021
Given a nonempty set $\Omega$, the authors consider positive definite matrix-valued kernels $F:\Omega\times\Omega\to M_p(\mathbb{C})$ in the form $$ F(x,y)=\sum_{\alpha\in J}A_\alpha f_\alpha(x,y), \quad x,y\in\Omega, $$ where $J\subset\mathbb{Z}^q$ for some positive integer $q$, each $A_\alpha\in M_p(\mathbb{C})$ is a positive semidefinite matrix ...
Willian Franca, V‎. ‎A‎. Menegatto
openalex   +2 more sources

On the Positive Definite Solutions of a Nonlinear Matrix Equation [PDF]

open access: goldJournal of Applied Mathematics, 2013
The positive definite solutions of the nonlinear matrix equation are discussed. A necessary and sufficient condition for the existence of positive definite solutions for this equation is derived.
Panpan Liu, Shugong Zhang, Qingchun Li
doaj   +2 more sources

Positive definite solutions of certain nonlinear matrix equations [PDF]

open access: diamondOperators and Matrices, 2016
Using appropriate inequalities and some fixed point results, the authors prove the existence of unique positive definite solutions for some nonlinear matrix equations.
Zahrasadat Mousavi   +2 more
openalex   +2 more sources

On Positive Definite Solutions Of Quaternionic Matrix Equations

open access: green, 2010
The real representation of the quaternionic matrix is definited and studied. The relations between the positive (semi)define quaternionic matrix and its real representation matrix are presented. By means of the real representation, the relation between the positive (semi)definite solutions of quaternionic matrix equations and those of corresponding ...
Ming-hui Wang
openalex   +2 more sources

mbend: an R package for bending non-positive-definite symmetric matrices to positive-definite

open access: yesBMC Genetics, 2020
Background R package mbend was developed for bending symmetric non-positive-definite matrices to positive-definite (PD). Bending is a procedure of transforming non-PD matrices to PD.
Mohammad Ali Nilforooshan
doaj   +1 more source

Positive Definiteness of Symmetric Rank 1 (H-Version) Update for Unconstrained Optimization

open access: yesمجلة بغداد للعلوم, 2022
Several attempts have been made to modify the quasi-Newton condition in order to obtain rapid convergence with complete properties (symmetric and positive definite) of the inverse of  Hessian matrix (second derivative of the objective function).
Saad Shakir Mahmood   +2 more
doaj   +1 more source

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