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A full-Newton step interior-point algorithm based on modified-Newton direction

机译:基于修正牛顿方向的全牛顿阶梯内点算法

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摘要

By a modification of the classic-Newton direction in scaled version for linear optimization, we give a new interior-point algorithm based on a very simple function. The algorithm uses full modified-Newton step, thus no need to perform line search. In the processing of the algorithm, the simple function is used to control the searching direction and measure the proximity of iterates to the central path. Moreover, the modified-Newton step used in the algorithm has local quadratic convergence property according to the proximity function. The iteration complexity is derived, and which is the best-known.
机译:通过对缩放版本的经典牛顿方向进行修改以进行线性优化,我们给出了基于非常简单函数的新内点算法。该算法使用完整的牛顿修正步骤,因此无需执行线搜索。在算法的处理中,简单函数用于控制搜索方向并测量迭代器与中心路径的接近度。此外,算法中使用的修正牛顿步长具有根据邻近函数的局部二次收敛性。得出迭代复杂度,这是最著名的。

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