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Communication-Efficient Parallel Multiway and Approximate Minimum Cut Computation

机译:高效通信的并行多路传输和近似最小切割计算

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We examine different variants of minimum cut problems on undirected weighted graphs on the p-processor bulk synchronous parallel model of Valiant. This model and the corresponding cost measure guide algorithm designers to develop work efficient algorithms that need only very little communication. Karger and stein have presented a recursive ocntraction algorihm to solve minimum cut problems. They suggest a PRAM implementation of their algorithm working in polynomial polylogarithmic time, but being not work-optimal. Typically the problem aize n is much larger than the number of processors p on real-world parallel computers(p n). For This setting we present improved BSP implementations of the algorithm of Karger and Stein. For the case of multiway cut and approximate minimum cut we obtain optimal, communication efficient results. A nice effect, beside the optimality, is that communication is efficient for a large spectrum of BSP-parameters. In the case of the minimal cut problem our results are close to optimal.
机译:我们在Valiant的p处理器批量同步并行模型上的无向加权图上检查了最小割问题的不同变体。该模型和相应的成本度量指导算法设计人员开发工作效率高的算法,只需要很少的沟通即可。 Karger和stein提出了一种递归阻塞算法来解决最小割问题。他们提出了在多项式对数时间内工作的算法的PRAM实现,但不是最优工作。通常,问题n比实际并行计算机上的处理器数量p(n << n)大得多。对于此设置,我们提出了Karger和Stein算法的改进的BSP实现。对于多路切割和近似最小切割的情况,我们可以获得最佳的通信效率结果。除了最佳性之外,一个不错的效果是,对于大范围的BSP参数,通信是有效的。在最小割伤的情况下,我们的结果接近最佳。

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