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Interior-point methods for Cartesian P *(κ)-linear complementarity problems over symmetric cones based on the eligible kernel functions

机译:基于合格核函数的对称锥上笛卡尔P *(κ)-线性互补问题的内点方法

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摘要

An interior-point method (IPM) for Cartesian P *(κ)- linear complementarity problems over symmetric cones (SCLCP) is analysed and the complexity results are presented. The Cartesian P*(κ)- SCLCPs have been recently introduced as the generalization of the more commonly known and more widely used monotone-SCLCPs. The IPM is based on the barrier functions that are defined by a large class of univariate functions called eligible kernel functions, which have recently been successfully used to design new IPMs for various optimization problems. Eligible barrier (kernel) functions are used in calculating the Nesterov-Todd search directions and the default step-size which lead to very good complexity results for the method. For some specific eligible kernel functions, we match the best-known iteration bound for the long-step methods while for the short-step methods the best iteration bound is matched for all cases.
机译:分析了对称圆锥上的笛卡尔P *(κ)-线性互补问题(SCLCP)的内点法(IPM),并给出了复杂性结果。笛卡尔P *(κ)-SCLCPs是最近引入的,作为对更普遍已知和更广泛使用的单调SCLCPs的概括。 IPM基于屏障函数,该屏障函数由称为合格内核函数的一大类单变量函数定义,该函数最近已成功用于设计用于各种优化问题的新IPM。合格的障碍(内核)函数用于计算Nesterov-Todd搜索方向和默认步长,从而为该方法带来了非常好的复杂性结果。对于某些特定的合格内核函数,我们匹配长步方法的最著名迭代边界,而对于短步方法,所有情况下都匹配最佳迭代边界。

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