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A POLYNOMIAL PREDICTOR-CORRECTOR INTERIOR-POINT ALGORITHM FOR CONVEX QUADRATIC PROGRAMMING

机译:凸二次规划的多项式预测-校正内点算法。

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This article presents a polynomial predictor-corrector interior-point algorithm for convex quadratic programming based on a modified predictor-corrector interior-point algorithm. In this algorithm, there is only one corrector step after each predictor step,where Step 2 is a predictor step and Step 4 is a corrector step in the algorithm. In the algorithm, the predictor step decreases the dual gap as much as possible in a wider neighborhood of the central path and the corrector step draws iteration points back to a narrower neighborhood and make a reduction for the dual gap. It is shown that the algorithm has O(√nL) iteration complexity which is the best result for convex quadratic programming so far.
机译:本文介绍了一种基于修改预测校正器内点算法的凸二次编程的多项式预测校正器内部点算法。在该算法中,每个预测器步骤之后只有一个校正步骤,其中步骤2是预测器步骤,步骤4是算法中的校正步骤。在该算法中,在中心路径的更宽邻域中,预测器步骤尽可能地降低了双间隙,并且校正器步骤将迭代点绘制回较窄的邻域并使双间隙降低。结果表明,该算法具有O(√nL)迭代复杂性,这是迄今为止凸二次编程的最佳结果。

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