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Experimental evaluation of approximation and heuristic algorithms for the dominating paths problem

机译:主导路径问题的近似算法和启发式算法的实验评估

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摘要

Monitoring flows on networks is a research area for which a number of applications are waiting for models and algorithms to face new problems emerging with a very high pace. In this paper we analyze a particular optimization problem, namely the Dominating Paths Problem (DPP), that has application in this field especially for urban transportation networks. Given an undirected graph G = (V,E) and a subset B C V of bound vertices, we look for a set of vertices M of minimum size such that each element of M is the origin of one or more paths, and, the set of all these paths dominates B. For this NP-hard problem, we present an approximation algorithm and new heuristic procedures extensively evaluated on a set of test instances. We defined, two different sets of benchmarks: grid graphs and random graphs. Moreover, we included two test cases taken from real traffic networks. Computational results, discussed in the paper, give insights both on the problem and on algorithms' performance.
机译:监视网络上的流量是一个研究领域,许多应用程序正在等待模型和算法来面对以非常快的速度出现的新问题。在本文中,我们分析了一个特殊的优化问题,即支配路径问题(DPP),该问题已在该领域中得到了应用,特别是在城市交通网络中。给定一个无向图G =(V,E)和绑定顶点的子集BCV,我们寻找一组最小尺寸的顶点M,以使M的每个元素都是一条或多条路径的原点,以及所有这些路径都支配着B。针对这个NP难题,我们提出了一种近似算法和新的启发式程序,这些算法在一组测试实例上进行了广泛评估。我们定义了两组不同的基准测试:网格图和随机图。此外,我们还包括了两个来自真实交通网络的测试案例。本文讨论的计算结果不仅对问题而且对算法的性能都有深刻见解。

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