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Comput. Math.</a> <a href="/?q=in%3A522178" title="Articles in this Issue">51, No. 1, Paper No. 4, 29 p. (2025)</a>. </div> <div class="abstract">Summary: The generalized Lanczos trust-region (GLTR) method is one of the most popular approaches for solving large-scale trust-region subproblem (TRS). In Jia and Wang, <span class="zbmathjax-textit">SIAM J. Optim., 31, 887–914</span> 2021. Z. Jia et al. considered the convergence of this method and established some <span class="zbmathjax-textit">a priori</span> error bounds on the residual and the Lagrange multiplier. In this paper, we revisit the convergence of the GLTR method and try to improve these bounds. First, we establish a sharper upper bound on the residual. Second, we present a <span class="zbmathjax-textit">non-asymptotic</span> bound for the convergence of the Lagrange multiplier and define a factor that plays an important role in the convergence of the Lagrange multiplier. Third, we revisit the convergence of the Krylov subspace method for the cubic regularization variant of the trust-region subproblem and substantially improve the convergence result established in Jia et al., <span class="zbmathjax-textit">SIAM J. Matrix Anal. Appl. 43 (2022), pp. 812–839</span> 2022 on the multiplier. Numerical experiments demonstrate the effectiveness of our theoretical results.</div> <div class="clear"></div> <div class="classification"> <h3>MSC:</h3> <table><tr> <td> <a class="mono" href="/classification/?q=cc%3A65F15" title="MSC2020">65F15</a> </td> <td class="space"> Numerical computation of eigenvalues and eigenvectors of matrices </td> </tr><tr> <td> <a class="mono" href="/classification/?q=cc%3A90C26" title="MSC2020">90C26</a> </td> <td class="space"> Nonconvex programming, global optimization </td> </tr></table> </div><div class="keywords"> <h3>Keywords:</h3><a href="/?q=ut%3Atrust-region+subproblem">trust-region subproblem</a>; <a href="/?q=ut%3Ageneralized+Lanczos+trust-region+%28GLTR%29+method">generalized Lanczos trust-region (GLTR) method</a>; <a href="/?q=ut%3AKrylov+subspace">Krylov subspace</a>; <a href="/?q=ut%3Acubic+regularization">cubic regularization</a>; <a href="/?q=ut%3Aeasy+case">easy case</a></div> <div class="software"> <h3>Software:</h3><a href="/software/36311">HSL-VF05</a></div> <!-- Modal used to show zbmath metadata in different output formats--> <div class="modal fade" id="metadataModal" tabindex="-1" role="dialog" aria-labelledby="myModalLabel"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">Cite</h4> </div> <div class="modal-body"> <div class="form-group"> <label for="select-output" class="control-label">Format</label> <select id="select-output" class="form-control" aria-label="Select Metadata format"></select> </div> <div class="form-group"> <label for="metadataText" class="control-label">Result</label> <textarea class="form-control" id="metadataText" rows="10" style="min-width: 100%;max-width: 100%"></textarea> </div> <div id="metadata-alert" class="alert alert-danger" role="alert" style="display: none;"> <!-- alert for connection errors etc --> </div> </div> <div class="modal-footer"> <button type="button" class="btn btn-primary" onclick="copyMetadata()">Copy to clipboard</button> <button type="button" class="btn btn-default" data-dismiss="modal">Close</button> </div> </div> </div> </div> <div class="functions clearfix"> <div class="function"> <!-- Button trigger metadata modal --> <a type="button" class="btn btn-default btn-xs pdf" data-toggle="modal" data-target="#metadataModal" data-itemtype="Zbl" data-itemname="Zbl 07971683" data-ciurl="/ci/07971683" data-biburl="/bibtex/07971683.bib" data-amsurl="/amsrefs/07971683.bib" data-xmlurl="/xml/07971683.xml" > Cite </a> <a class="btn btn-default btn-xs pdf" data-container="body" type="button" href="/pdf/07971683.pdf" title="Zbl 07971683 as PDF">Review PDF</a> </div> <div class="fulltexts"> <span class="fulltext">Full Text:</span> <a class="btn btn-default btn-xs" type="button" href="https://doi.org/10.1007/s10444-024-10217-5" aria-label="DOI for “On convergence of the generalized Lanczos trust-region method for trust-region subproblems”" title="10.1007/s10444-024-10217-5">DOI</a> <a class="btn btn-default btn-xs" type="button" href="https://arxiv.org/abs/2207.12674"title="Note: arXiv document may differ from published version">arXiv</a> </div> <div class="sfx" style="float: right;"> </div> </div> <div class="references"> <h3>References:</h3> <table><tr> <td>[1]</td> <td class="space">Adachi, S.; Iwata, S.; Nakatsukasa, Y.; Takeda, A., Solving the trust-region subproblem by a generalized eigenvalue problem, SIAM J. 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