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On the complexity analysis of a Mehrotra-type primal-dual feasible algorithm for semidefinite optimization

机译:半确定性优化的Mehrotra型原始对偶可行算法的复杂度分析

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It has been shown in various papers that most interior-point algorithms and their analysis can be generalized to semidefinite optimization. This paper presents an extension of the recent variant of Mehrotra's predictor-corrector algorithm that was proposed by Salahi et al. [M. Salahi, J. Peng, and T. Terlaky, On Mehrotra-type predictor-corrector algorithms, SIAM J. Optim. 18 (2007), pp. 1377-1397] for linear optimization (LO) problems. Based on the NT [Y.E. Nesterov and M.J. Todd, Self-scaled barriers and interior-point methods for convex programming, Math. Oper. Res. 22 (1997), pp. 1-42] directions which are Newton search directions, we show that the iteration-complexity bound of the algorithm is of the same order as that of the corresponding algorithm for LO.View full textDownload full textKeywordssemidefinite optimization, predictor-corrector algorithms, Mehrotra-type algorithm, polynomial complexityRelated var addthis_config = { ui_cobrand: "Taylor & Francis Online", services_compact: "citeulike,netvibes,twitter,technorati,delicious,linkedin,facebook,stumbleupon,digg,google,more", pubid: "ra-4dff56cd6bb1830b" }; Add to shortlist Link Permalink http://dx.doi.org/10.1080/10556780802571392
机译:在各种论文中已经表明,大多数内点算法及其分析可以推广到半定优化。本文介绍了由Salahi等人提出的Mehrotra预测器-校正器算法的最新变体的扩展。 [M. Salahi,J。Peng和T.Terlaky,关于Mehrotra型预测器-校正器算法,SIAM J. Optim。 18(2007),pp。1377-1397],以解决线性优化(LO)问题。基于NT [Y.E. Nesterov和M.J. Todd,凸编程的自定标障碍和内点方法,数学。歌剧Res。 22(1997),第1-42页]的牛顿搜索方向,我们证明该算法的迭代复杂度边界与LO的相应算法的阶数相同。查看全文下载全文关键字semidefinite优化,预测校正算法,Mehrotra型算法,多项式复杂度相关var addthis_config = {ui_cobrand:“泰勒和弗朗西斯在线”,servicescompact:“ citeulike,netvibes,twitter,technorati,delicious,linkedin,facebook,stumbleupon,digg,google,更多” ,pubid:“ ra-4dff56cd6bb1830b”};添加到候选列表链接永久链接http://dx.doi.org/10.1080/10556780802571392

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