在 Stiefel 流形上最大化两个广义二次矩阵形式函数之比的全局性研究

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Longfei Wang, Yu Chen, Hongwei Jiao, Yunhai Xiao, Meijia Yang
{"title":"在 Stiefel 流形上最大化两个广义二次矩阵形式函数之比的全局性研究","authors":"Longfei Wang, Yu Chen, Hongwei Jiao, Yunhai Xiao, Meijia Yang","doi":"10.1007/s11075-024-01939-0","DOIUrl":null,"url":null,"abstract":"<p>We consider the problem of maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold, i.e., <span>\\(\\max \\limits _{X^{T}X=I} \\frac{\\text {tr}(GX^{T}AX)}{\\text {tr}(GX^{T}BX)}\\)</span> (RQMP). We utilize the Dinkelbach algorithm to globally solve RQMP, where each subproblem is evaluated by the closed-form solution. For a special case of RQMP with <span>\\(AB=BA\\)</span>, we propose an equivalent linear programming problem. Numerical experiments demonstrate that it is more efficient than the recent SDP-based algorithm.</p>","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":null,"pages":null},"PeriodicalIF":16.4000,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Globally maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold\",\"authors\":\"Longfei Wang, Yu Chen, Hongwei Jiao, Yunhai Xiao, Meijia Yang\",\"doi\":\"10.1007/s11075-024-01939-0\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>We consider the problem of maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold, i.e., <span>\\\\(\\\\max \\\\limits _{X^{T}X=I} \\\\frac{\\\\text {tr}(GX^{T}AX)}{\\\\text {tr}(GX^{T}BX)}\\\\)</span> (RQMP). We utilize the Dinkelbach algorithm to globally solve RQMP, where each subproblem is evaluated by the closed-form solution. For a special case of RQMP with <span>\\\\(AB=BA\\\\)</span>, we propose an equivalent linear programming problem. Numerical experiments demonstrate that it is more efficient than the recent SDP-based algorithm.</p>\",\"PeriodicalId\":1,\"journal\":{\"name\":\"Accounts of Chemical Research\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":16.4000,\"publicationDate\":\"2024-09-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Accounts of Chemical Research\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1007/s11075-024-01939-0\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1007/s11075-024-01939-0","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

我们考虑的问题是最大化斯蒂费尔流形上两个广义二次矩阵形式函数的比值,即(\max \limits _{X^{T}X=I}\(RQMP).我们利用 Dinkelbach 算法对 RQMP 进行全局求解,其中每个子问题都由闭式解进行评估。对于 RQMP 的一个特例(AB=BA/),我们提出了一个等效的线性规划问题。数值实验证明,它比最近基于 SDP 的算法更有效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Globally maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold

Globally maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold

We consider the problem of maximizing the ratio of two generalized quadratic matrix form functions over the Stiefel manifold, i.e., \(\max \limits _{X^{T}X=I} \frac{\text {tr}(GX^{T}AX)}{\text {tr}(GX^{T}BX)}\) (RQMP). We utilize the Dinkelbach algorithm to globally solve RQMP, where each subproblem is evaluated by the closed-form solution. For a special case of RQMP with \(AB=BA\), we propose an equivalent linear programming problem. Numerical experiments demonstrate that it is more efficient than the recent SDP-based algorithm.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信