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Program. Comput.</a> <a href="/?q=in%3A432315" title="Articles in this Issue">10, No. 4, 703-743 (2018)</a>. </div> <div class="abstract">Summary: In this paper, we present a two-phase augmented Lagrangian method, called QSDPNAL, for solving convex quadratic semidefinite programming (QSDP) problems with constraints consisting of a large number of linear equality and inequality constraints, a simple convex polyhedral set constraint, and a positive semidefinite cone constraint. A first order algorithm which relies on the inexact Schur complement based decomposition technique is developed in QSDPNAL-Phase I with the aim of solving a QSDP problem to moderate accuracy or using it to generate a reasonably good initial point for the second phase. In QSDPNAL-Phase II, we design an augmented Lagrangian method (ALM) wherein the inner subproblem in each iteration is solved via inexact semismooth Newton based algorithms. Simple and implementable stopping criteria are designed for the ALM. Moreover, under mild conditions, we are able to establish the rate of convergence of the proposed algorithm and prove the R-(super)linear convergence of the KKT residual. In the implementation of QSDPNAL, we also develop efficient techniques for solving large scale linear systems of equations under certain subspace constraints. More specifically, simpler and yet better conditioned linear systems are carefully designed to replace the original linear systems and novel shadow sequences are constructed to alleviate the numerical difficulties brought about by the crucial subspace constraints. Extensive numerical results for various large scale QSDPs show that our two-phase algorithm is highly efficient and robust in obtaining accurate solutions. The software reviewed as part of this submission was given the DOI (Digital Object Identifier) <a href="https://doi.org/10.5281/zenodo.1206980">doi:10.5281/zenodo.1206980</a>.</div> <div class="clear"></div> <br> <div class="citations"><div class="clear"><a href="/?q=rf%3A7050493">Cited in <strong>33</strong> Documents</a></div></div> <div class="classification"> <h3>MSC:</h3> <table><tr> <td> <a class="mono" href="/classification/?q=cc%3A90C06" title="MSC2020">90C06</a> </td> <td class="space"> Large-scale problems in mathematical programming </td> </tr><tr> <td> <a class="mono" href="/classification/?q=cc%3A90C20" title="MSC2020">90C20</a> </td> <td class="space"> Quadratic programming </td> </tr><tr> <td> <a class="mono" href="/classification/?q=cc%3A90C22" title="MSC2020">90C22</a> </td> <td class="space"> Semidefinite programming </td> </tr><tr> <td> <a class="mono" href="/classification/?q=cc%3A90C25" title="MSC2020">90C25</a> </td> <td class="space"> Convex programming </td> </tr><tr> <td> <a class="mono" href="/classification/?q=cc%3A65F10" title="MSC2020">65F10</a> </td> <td class="space"> Iterative numerical methods for linear systems </td> </tr></table> </div><div class="keywords"> <h3>Keywords:</h3><a href="/?q=ut%3Aquadratic+semidefinite+programming">quadratic semidefinite programming</a>; <a href="/?q=ut%3ASchur+complement">Schur complement</a>; <a href="/?q=ut%3Aaugmented+Lagrangian">augmented Lagrangian</a>; <a href="/?q=ut%3Ainexact+semismooth+Newton+method">inexact semismooth Newton method</a></div> <div class="software"> <h3>Software:</h3><a href="/software/4726">QSDP</a>; <a href="/software/751">QAPLIB</a>; <a href="/software/18799">QSDPNAL</a>; <a href="/software/5127">SNLSDP</a>; <a href="/software/13239">SDPNAL+</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">&times;</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 1411.90213" data-ciurl="/ci/07050493" data-biburl="/bibtex/07050493.bib" data-amsurl="/amsrefs/07050493.bib" data-xmlurl="/xml/07050493.xml" > Cite </a> <a class="btn btn-default btn-xs pdf" data-container="body" type="button" href="/pdf/07050493.pdf" title="Zbl 1411.90213 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/s12532-018-0137-6" aria-label="DOI for “QSDPNAL: a two-phase augmented Lagrangian method for convex quadratic semidefinite programming”" title="10.1007/s12532-018-0137-6">DOI</a> <a class="btn btn-default btn-xs" type="button" href="https://arxiv.org/abs/1512.08872"title="Note: arXiv document may differ from published version">arXiv</a> <a class="btn btn-default btn-xs" type="button" href="http://hdl.handle.net/10397/98599" title="Full Text Link">Link</a> </div> <div class="sfx" style="float: right;"> </div> </div> <div class="references"> <h3>References:</h3> <table><tr> <td>[1]</td> <td class="space">Alfakih, A.Y., Khandani, A., Wolkowicz, H.: Solving Euclidean distance matrix completion problems via semidefinite programming. Comput. Optim. Appl. 12, 13-30 (1999) &middot; <a href="/1040.90537" class="nowrap">Zbl 1040.90537</a>&nbsp;&middot; <a href="https://doi.org/10.1023/A:1008655427845" class="nowrap">doi:10.1023/A:1008655427845</a></td> </tr><tr> <td>[2]</td> <td class="space">Bauschke, H.H., Borwein, J.M., Li, W.: Strong conical hull intersection property, bounded linear regularity, Jameson’s property (G), and error bounds in convex optimization. Math. Program. 86, 135-160 (1999) &middot; <a href="/0998.90088" class="nowrap">Zbl 0998.90088</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s101070050083" class="nowrap">doi:10.1007/s101070050083</a></td> </tr><tr> <td>[3]</td> <td class="space">Biswas, P., Liang, T.C., Toh, K.-C., Wang, T.C., Ye, Y.: Semidefinite programming approaches for sensor network localization with noisy distance measurements. IEEE Trans. Autom. Sci. Eng. 3, 360-371 (2006)&nbsp;&middot; <a href="https://doi.org/10.1109/TASE.2006.877401" class="nowrap">doi:10.1109/TASE.2006.877401</a></td> </tr><tr> <td>[4]</td> <td class="space">Bonnans, J.F., Shapiro, A.: Perturbation Analysis of Optimization Problems. Springer, New York (2000) &middot; <a href="/0966.49001" class="nowrap">Zbl 0966.49001</a>&nbsp;&middot; <a href="https://doi.org/10.1007/978-1-4612-1394-9" class="nowrap">doi:10.1007/978-1-4612-1394-9</a></td> </tr><tr> <td>[5]</td> <td class="space">Burkard, R.E., Karisch, S.E., Rendl, F.: QAPLIB—a quadratic assignment problem library. J. Global Optim. 10, 391-403 (1997) &middot; <a href="/0884.90116" class="nowrap">Zbl 0884.90116</a>&nbsp;&middot; <a href="https://doi.org/10.1023/A:1008293323270" class="nowrap">doi:10.1023/A:1008293323270</a></td> </tr><tr> <td>[6]</td> <td class="space">Chen, L., Sun, D.F., Toh, K.-C.: An efficient inexact symmetric Gauss-Seidel based majorized ADMM for high-dimensional convex composite conic programming. Math. Program. 161, 237-270 (2017) &middot; <a href="/1356.90105" class="nowrap">Zbl 1356.90105</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s10107-016-1007-5" class="nowrap">doi:10.1007/s10107-016-1007-5</a></td> </tr><tr> <td>[7]</td> <td class="space">Cui, Y., Sun, D.F., Toh, K.-C.: On the asymptotic superlinear convergence of the augmented Lagrangian method for semidefinite programming with multiple solutions, arXiv:1610.00875 (2016)</td> </tr><tr> <td>[8]</td> <td class="space">Clarke, F.: Optimization and Nonsmooth Analysis. Wiley, New York (1983) &middot; <a href="/0582.49001" class="nowrap">Zbl 0582.49001</a></td> </tr><tr> <td>[9]</td> <td class="space">Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer, New York (2003) &middot; <a href="/1062.90001" class="nowrap">Zbl 1062.90001</a></td> </tr><tr> <td>[10]</td> <td class="space">Han, D., Sun, D., Zhang, L.: Linear rate convergence of the alternating direction method of multipliers for convex composite programming. Math. Oper. Res. (2017). https://doi.org/10.1287/moor.2017.0875 &middot; <a href="/1440.90047" class="nowrap">Zbl 1440.90047</a>&nbsp;&middot; <a href="https://doi.org/10.1287/moor.2017.0875" class="nowrap">doi:10.1287/moor.2017.0875</a></td> </tr><tr> <td>[11]</td> <td class="space">Higham, N.J.: Computing the nearest correlation matrix—a problem from finance. IMA J. Numer. Anal. 22, 329-343 (2002) &middot; <a href="/1006.65036" class="nowrap">Zbl 1006.65036</a>&nbsp;&middot; <a href="https://doi.org/10.1093/imanum/22.3.329" class="nowrap">doi:10.1093/imanum/22.3.329</a></td> </tr><tr> <td>[12]</td> <td class="space">Hiriart-Urruty, J.-B., Strodiot, J.-J., Nguyen, V.H.: Generalized Hessian matrix and second-order optimality conditions for problems with \[{C}^{1,1}\] C1,1 data. Appl. Math. Optim. 11, 43-56 (1984) &middot; <a href="/0542.49011" class="nowrap">Zbl 0542.49011</a>&nbsp;&middot; <a href="https://doi.org/10.1007/BF01442169" class="nowrap">doi:10.1007/BF01442169</a></td> </tr><tr> <td>[13]</td> <td class="space">Jiang, K., Sun, D.F., Toh, K.-C.: An inexact accelerated proximal gradient method for large scale linearly constrained convex SDP. SIAM J. Optim. 22, 1042-1064 (2012) &middot; <a href="/1401.90120" class="nowrap">Zbl 1401.90120</a>&nbsp;&middot; <a href="https://doi.org/10.1137/110847081" class="nowrap">doi:10.1137/110847081</a></td> </tr><tr> <td>[14]</td> <td class="space">Jiang, K., Sun, D.F., Toh, K.-C.: A partial proximal point algorithm for nuclear norm regularized matrix least squares problems. Math. Program. Comput. 6, 281-325 (2014) &middot; <a href="/1327.90109" class="nowrap">Zbl 1327.90109</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s12532-014-0069-8" class="nowrap">doi:10.1007/s12532-014-0069-8</a></td> </tr><tr> <td>[15]</td> <td class="space">Krislock, N., Lang, J., Varah, J., Pai, D.K., Seidel, H.-P.: Local compliance estimation via positive semidefinite constrained least squares. IEEE Trans. Robot. 20, 1007-1011 (2004)&nbsp;&middot; <a href="https://doi.org/10.1109/TRO.2004.832794" class="nowrap">doi:10.1109/TRO.2004.832794</a></td> </tr><tr> <td>[16]</td> <td class="space">Li, L., Toh, K.-C.: An inexact interior point method for l1-regularized sparse covariance selection. Math. Program. Comput. 2, 291-315 (2010) &middot; <a href="/1208.90131" class="nowrap">Zbl 1208.90131</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s12532-010-0020-6" class="nowrap">doi:10.1007/s12532-010-0020-6</a></td> </tr><tr> <td>[17]</td> <td class="space">Li, X.D.: A Two-Phase Augmented Lagrangian Method for Convex Composite Quadratic Programming, PhD thesis, Department of Mathematics, National University of Singapore (2015)</td> </tr><tr> <td>[18]</td> <td class="space">Li, X.D., Sun, D.F., Toh, K.-C.: A Schur complement based semi-proximal ADMM for convex quadratic conic programming and extensions. Math. Program. 155, 333-373 (2016) &middot; <a href="/1342.90134" class="nowrap">Zbl 1342.90134</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s10107-014-0850-5" class="nowrap">doi:10.1007/s10107-014-0850-5</a></td> </tr><tr> <td>[19]</td> <td class="space">Nie, J.W., Yuan, Y.X.: A predictor-corrector algorithm for QSDP combining Dikin-type and Newton centering steps. Ann. Oper. Res. 103, 115-133 (2001) &middot; <a href="/1169.90457" class="nowrap">Zbl 1169.90457</a>&nbsp;&middot; <a href="https://doi.org/10.1023/A:1012994820412" class="nowrap">doi:10.1023/A:1012994820412</a></td> </tr><tr> <td>[20]</td> <td class="space">Pang, J.-S., Sun, D.F., Sun, J.: Semismooth homeomorphisms and strong stability of semidefinite and Lorentz complementarity problems. Math. Oper. Res. 28, 39-63 (2003) &middot; <a href="/1082.90115" class="nowrap">Zbl 1082.90115</a>&nbsp;&middot; <a href="https://doi.org/10.1287/moor.28.1.39.14258" class="nowrap">doi:10.1287/moor.28.1.39.14258</a></td> </tr><tr> <td>[21]</td> <td class="space">Povh, J., Rendl, F.: Copositive and semidefinite relaxations of the quadratic assignment problem. Discrete Optim. 6, 231-241 (2009) &middot; <a href="/1167.90597" class="nowrap">Zbl 1167.90597</a>&nbsp;&middot; <a href="https://doi.org/10.1016/j.disopt.2009.01.002" class="nowrap">doi:10.1016/j.disopt.2009.01.002</a></td> </tr><tr> <td>[22]</td> <td class="space">Qi, H.D.: Local duality of nonlinear semidefinite programming. Math. Oper. Res. 34, 124-141 (2009) &middot; <a href="/1218.90193" class="nowrap">Zbl 1218.90193</a>&nbsp;&middot; <a href="https://doi.org/10.1287/moor.1080.0315" class="nowrap">doi:10.1287/moor.1080.0315</a></td> </tr><tr> <td>[23]</td> <td class="space">Qi, H.D., Sun, D.F.: A quadratically convergent Newton method for computing the nearest correlation matrix. SIAM J. Matrix Anal. Appl. 28, 360-385 (2006) &middot; <a href="/1120.65049" class="nowrap">Zbl 1120.65049</a>&nbsp;&middot; <a href="https://doi.org/10.1137/050624509" class="nowrap">doi:10.1137/050624509</a></td> </tr><tr> <td>[24]</td> <td class="space">Rockafellar, R.T.: Conjugate Duality and Optimization, CBMS-NSF Regional Conf. Ser. Appl. Math. vol. 16. SIAM, Philadelphia (1974) &middot; <a href="/0296.90036" class="nowrap">Zbl 0296.90036</a></td> </tr><tr> <td>[25]</td> <td class="space">Rockafellar, R.T.: Monotone operators and the proximal point algorithm. SIAM J. Control Optim. 14, 877-898 (1976) &middot; <a href="/0358.90053" class="nowrap">Zbl 0358.90053</a>&nbsp;&middot; <a href="https://doi.org/10.1137/0314056" class="nowrap">doi:10.1137/0314056</a></td> </tr><tr> <td>[26]</td> <td class="space">Rockafellar, R.T.: Augmented Lagrangians and applications of the proximal point algorithm in convex programming. Math. Oper. Res. 1, 97-116 (1976) &middot; <a href="/0402.90076" class="nowrap">Zbl 0402.90076</a>&nbsp;&middot; <a href="https://doi.org/10.1287/moor.1.2.97" class="nowrap">doi:10.1287/moor.1.2.97</a></td> </tr><tr> <td>[27]</td> <td class="space">Sun, D.F., Sun, J.: Semismooth matrix-valued functions. Math. Oper. Res. 27, 150-169 (2002) &middot; <a href="/1082.49501" class="nowrap">Zbl 1082.49501</a>&nbsp;&middot; <a href="https://doi.org/10.1287/moor.27.1.150.342" class="nowrap">doi:10.1287/moor.27.1.150.342</a></td> </tr><tr> <td>[28]</td> <td class="space">Sun, D.F., Toh, K.-C., Yang, L.: A convergent 3-block semiproximal alternating direction method of multipliers for conic programming with 4-type constraints. SIAM J. Optim. 25, 882-915 (2015) &middot; <a href="/1328.90083" class="nowrap">Zbl 1328.90083</a>&nbsp;&middot; <a href="https://doi.org/10.1137/140964357" class="nowrap">doi:10.1137/140964357</a></td> </tr><tr> <td>[29]</td> <td class="space">Sun, D.F., Toh, K.-C., Yang, L.: An efficient inexact ABCD method for least squares semidefinite programming. SIAM J. Optim. 26, 1072-1100 (2016) &middot; <a href="/1346.90658" class="nowrap">Zbl 1346.90658</a>&nbsp;&middot; <a href="https://doi.org/10.1137/15M1021799" class="nowrap">doi:10.1137/15M1021799</a></td> </tr><tr> <td>[30]</td> <td class="space">Sun, J., Zhang, S.: A modified alternating direction method for convex quadratically constrained quadratic semidefinite programs. Eur. J. Oper. Res. 207, 1210-1220 (2010) &middot; <a href="/1229.90119" class="nowrap">Zbl 1229.90119</a>&nbsp;&middot; <a href="https://doi.org/10.1016/j.ejor.2010.07.020" class="nowrap">doi:10.1016/j.ejor.2010.07.020</a></td> </tr><tr> <td>[31]</td> <td class="space">Toh, K.-C.: An inexact primal-dual path following algorithm for convex quadratic SDP. Math. Program. 112, 221-254 (2008) &middot; <a href="/1136.90027" class="nowrap">Zbl 1136.90027</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s10107-006-0088-y" class="nowrap">doi:10.1007/s10107-006-0088-y</a></td> </tr><tr> <td>[32]</td> <td class="space">Toh, K.-C., Tütüncü, R., Todd, M.: Inexact primal-dual path-following algorithms for a special class of convex quadratic SDP and related problems. Pac. J. Optim. 3, 135-164 (2007) &middot; <a href="/1136.90026" class="nowrap">Zbl 1136.90026</a></td> </tr><tr> <td>[33]</td> <td class="space">Yang, L., Sun, D.F., Toh, K.-C.: SDPNAL+: a majorized semismooth Newton-CG augmented Lagrangian method for semidefinite programming with nonnegative constraints. Math. Program. Comput. 7, 331-366 (2015) &middot; <a href="/1321.90085" class="nowrap">Zbl 1321.90085</a>&nbsp;&middot; <a href="https://doi.org/10.1007/s12532-015-0082-6" class="nowrap">doi:10.1007/s12532-015-0082-6</a></td> </tr><tr> <td>[34]</td> <td class="space">Zhao, X.Y.: A Semismooth Newton-CG Augmented Lagrangian Method for Large Scale Linear and Convex Quadratic SDPs, PhD thesis, Department of Mathematics, National University of Singapore (2009)</td> </tr><tr> <td>[35]</td> <td class="space">Zhao, X.Y., Sun, D.F., Toh, K.-C.: A Newton-CG augmented Lagrangian method for semidefinite programming. SIAM J. Optim. 20, 1737-1765 (2010) &middot; <a href="/1213.90175" class="nowrap">Zbl 1213.90175</a>&nbsp;&middot; <a href="https://doi.org/10.1137/080718206" class="nowrap">doi:10.1137/080718206</a></td> </tr></table> <div class="reference_disclaimer"> This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH&nbsp;Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching. </div> </div></article> </div></div> </div> </div> <div class="clearfix"></div> </div> </div> <div id="foot"><div class="copyright"> &copy; 2025 <a target="fiz" href="https://www.fiz-karlsruhe.de/en">FIZ Karlsruhe GmbH</a> <a href="/privacy-policy/">Privacy Policy</a> <a href="/legal-notices/">Legal Notices</a> <a href="/terms-conditions/">Terms &amp; Conditions</a> <div class="info"> <ul class="nav"> <li class="mastodon"> <a href="https://mathstodon.xyz/@zbMATH" target="_blank" class="no-new-tab-icon"> <img src="/static/mastodon.png" title="zbMATH at Mathstodon (opens in new tab)" alt="Mastodon logo"> </a> </li> </ul> </div> </div> <div class="clearfix" style="height: 0px;"></div> </div> </div> <script src="https://static.zbmath.org/contrib/jquery/1.9.1/jquery.min.js"></script> <script src="https://static.zbmath.org/contrib/jquery-caret/1.5.2/jquery.caret.min.js"></script> <script src="/static/js/jquery-ui-1.10.1.custom.min.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap/v3.3.7zb1/js/bootstrap.min.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap-lightbox/v0.7.0/bootstrap-lightbox.min.js"></script> <script src="https://static.zbmath.org/contrib/retina/unknown/retina.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap-select/v1.13.14/js/bootstrap-select.min.js"></script> <script> var SCRIPT_ROOT = ""; </script> <script src="/static/scripts.js?v=20240926"> </script> <script src="https://static.zbmath.org/contrib/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ "HTML-CSS": { preferredFont: "TeX", availableFonts: [ "STIX", "TeX" ], linebreaks: { automatic: true }, EqnChunk: (MathJax.Hub.Browser.isMobile ? 10 : 50) }, tex2jax: { processEscapes: true, ignoreClass: "tex2jax_ignore|dno" }, TeX: { Macros: { Aut: "\\operatorname{Aut}", Hom: "\\operatorname{Hom}" }, noUndefined: { attributes: { mathcolor: "#039", //"red", mathbackground: "white", //"#FFEEEE", mathsize: "90%" } } }, messageStyle: "none" }); </script> <script type="text/javascript"> $(document).ready(function() { $("#MathInput").stop(true, true).keyup(function() { $.ajax({ url: "/mwsq/", type: "POST", data: { query : $("#MathInput").val() }, dataType: "text" }) .done(function(xml) { $("#MathPreview").html(xml); $(window).resize(); }); }); var press = jQuery.Event("keyup"); press.ctrlKey = false; press.which = 40; $("#MathInput").trigger(press); }); </script> <div id="new_tab_icon" style="display: none">&nbsp;<span class="glyphicon glyphicon-new-window" aria-hidden="true"></span><span class="sr-only">(opens in new tab)</span></div> </body> </html>

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