Computing the completely positive factorization via alternating minimization

Author:

Behling R.12,Lara H.1,Oviedo H.3ORCID

Affiliation:

1. Universidade Federal de Santa Catarina (UFSC) Blumenau Brazil

2. Escola de Matemática Aplicada Fundação Getulio Vargas (FGV/EMAp) Rio de Janeiro Brazil

3. Facultad de Ingeniería y Ciencias Universidad Adolfo Ibáñez (UAI) Santiago de Chile Chile

Abstract

AbstractIn this article, we propose a novel alternating minimization scheme for finding completely positive factorizations. In each iteration, our method splits the original factorization problem into two optimization subproblems, the first one being a orthogonal procrustes problem, which is taken over the orthogoal group, and the second one over the set of entrywise positive matrices. We present both a convergence analysis of the method and favorable numerical results.

Funder

Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro

Publisher

Wiley

Subject

Applied Mathematics,Algebra and Number Theory

Reference27 articles.

1. Completely Positive Matrices

2. Linear‐time complete positivity detection and decomposition of sparse matrices;Dickinson PJ;SIAM J Matrix Anal Appl,2012

3. A factorization method for completely positive matrices;Groetzner P;Linear Algebra Appl,2020

4. Lai Z. andYoshise A.(2021).Completely positive factorization in orthogonality optimization via smoothing method. arXiv preprint arXiv:2107.01538.

5. Optimization Algorithms on Matrix Manifolds

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3