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Global behavior of the Douglas-Rachford method for a nonconvex feasibility problem

机译:Douglas-Rachford方法在非凸可行性问题上的整体性

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摘要

In recent times the Douglas-Rachford algorithm has been observed empirically to solve a variety of nonconvex feasibility problems including those of a combinatorial nature. For many of these problems current theory is not sufficient to explain this observed success and is mainly concerned with questions of local convergence. In this paper we analyze global behavior of the method for finding a point in the intersection of a half-space and a potentially non-convex set which is assumed to satisfy a well-quasi-ordering property or a property weaker than compactness. In particular, the special case in which the second set is finite is covered by our framework and provides a prototypical setting for combinatorial optimization problems.
机译:近年来,已经通过经验观察到道格拉斯-拉赫福德算法,以解决各种非凸的可行性问题,包括组合性质的问题。对于许多这些问题,当前的理论不足以解释这种观察到的成功,而主要涉及局部收敛性问题。在本文中,我们分析了在半空间和潜在的非凸集的交点中找到一个点的方法的全局行为,假设该半凸集满足良好拟序性质或比紧实度弱的性质。特别是,第二个集合是有限的特殊情况已涵盖在我们的框架中,并为组合优化问题提供了原型设置。

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