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A Theoretical Comparison of Resolution Proof Systems for CSP Algorithms

机译:CSP算法的分辨率证明系统的理论比较

摘要

Many problems from a variety of applications such as graph coloring and circuit design can be modelled as constraint satisfaction problems (CSPs). This provides strong motivation to develop effective algorithms for CSPs. In this thesis, we study two resolution-based proof systems, NG-RES and C-RES, for finite-domain CSPs which have a close connection to common CSP algorithms. We give an almost complete characterization of the relative power among the systems and their restricted tree-like variants. We demonstrate an exponential separation between NG-RES and C-RES, improving on the previous super-polynomial separation, and present other new separations and simulations. We also show that most of the separations are nearly optimal. One immediate consequence of our results is that simple backtracking with 2-way branching is exponentially more powerful than simple backtracking with d-way branching.
机译:可以将来自各种应用程序的许多问题(例如图形着色和电路设计)建模为约束满足问题(CSP)。这为开发用于CSP的有效算法提供了强大的动力。在本文中,我们研究了两种基于分辨率的证明系统NG-RES和C-RES,用于有限域CSP,它们与常见的CSP算法紧密相关。我们几乎完整地描述了系统及其受限制的树状变体之间的相对能力。我们演示了NG-RES和C-RES之间的指数分隔,改进了以前的超多项式分隔,并提出了其他新的分隔和模拟。我们还表明,大多数分离几乎都是最佳的。我们的结果的直接结果是,具有2路分支的简单回溯比具有d路分支的简单回溯具有指数上的强大。

著录项

  • 作者

    Hwang Cho Yee Joey;

  • 作者单位
  • 年度 2004
  • 总页数
  • 原文格式 PDF
  • 正文语种 English
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