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Fast Distributed Algorithms for Testing Graph Properties

机译:用于测试图属性的快速分布式算法

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摘要

We initiate a thorough study of \emph{distributed property testing} --producing algorithms for the approximation problems of property testing in theCONGEST model. In particular, for the so-called \emph{dense} testing model weemulate sequential tests for nearly all graph properties having $1$-sidedtests, while in the \emph{sparse} and \emph{general} models we obtain fastertests for triangle-freeness and bipartiteness respectively. In most cases, aided by parallelism, the distributed algorithms have a muchshorter running time as compared to their counterparts from the sequentialquerying model of traditional property testing. The simplest property testingalgorithms allow a relatively smooth transitioning to the distributed model.For the more complex tasks we develop new machinery that is of independentinterest. This includes a method for distributed maintenance of multiple randomwalks.
机译:我们开始对\ emph {分布式属性测试}进行深入研究,即针对CONGEST模型中的属性测试的近似问题生成算法。特别是,对于所谓的\ emph {dense}测试模型,我们模拟了几乎所有具有$ 1 $ -sidetests的图属性的顺序测试,而在\ emph {sparse}和\ emph {general}模型中,我们获得了针对三角形的更快的测试结果,自由度和二分性。在大多数情况下,借助并行性,与传统属性测试的顺序查询模型中的分布式算法相比,分布式算法的运行时间要短得多。最简单的属性测试算法允许相对平稳地过渡到分布式模型。对于更复杂的任务,我们开发了具有独立利益的新机制。这包括用于多个随机游走的分布式维护的方法。

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