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A New Iteration Large-Update Primal-Dual Interior-Point Method for Second-Order Cone Programming

机译:二阶锥规划的新的迭代大更新原始对偶内点法

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摘要

In this article, we extend the Ai-Zhang direction for solving LCP to the class of second-order cone programming. Each iterate always follows the usual wide neighborhood , not necessarily staying within it, but must stay within the wider neighborhood (β, τ). In addition, we decompose the classical Newton direction into two separate parts according to the positive and negative parts. We show that the algorithm has iteration complexity bound, where n is the dimension of the problem and with ϵ the required precision and (X 0, S 0) the initial interior solution. To the best of our knowledge, this is the first large-neighborhood path-following interior point method (IPMs) with the same complexity as small neighborhood path-following IPMs for second-order cone programming. It is the best result in regard to the iteration complexity bound in the context of the large-update path-following method for second-order cone programming.View full textDownload full textKeywordsInterior-point method, Iteration complexity bound, Primal-dual path following method, Second-order cone programming2000 Mathematics Subject Classification65K05, 90C25, 90C51Related 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/10.1080/01630563.2011.652269
机译:在本文中,我们将求解LCP的Ai-Zhang方向扩展到了二阶锥规划的一类。每个迭代始终遵循通常的较宽邻域,不一定要停留在其内,而必须停留在较宽邻域内(β,,)。另外,我们根据正负部分将经典牛顿方向分解为两个独立的部分。我们证明了该算法具有迭代复杂度边界,其中n是问题的维数,并且具有ϵ所需的精度,并且(X 0 ,S 0 )是初始内部解决方案。据我们所知,这是第一种大邻居路径跟踪内点方法(IPM),其复杂度与小邻域路径跟踪IPM的二阶锥规划相同。在针对二阶锥编程的大更新路径跟踪方法的上下文中,这是关于迭代复杂度边界的最佳结果。查看全文下载全文关键字内点方法,迭代复杂度边界,原始对偶路径跟随方法,二阶锥规划2000数学主题分类65K05、90C25、90C51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/10.1080/01630563.2011.652269

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