时序图上有向最小生成树问题的整数规划方法

Takuto Ikuta, Takuya Akiba
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引用次数: 3

摘要

在建立图形数据管理的概念和设计算法方面已经付出了相当大的努力。虽然到目前为止,大多数工作都集中在静态图上,但有许多网络具有时间信息,即时间图,如社交网络消息、电话、公共交通和神经网络。即使是静态图中最基本的问题,在时态图中也变得非常重要。在本文中,我们探讨了时间图上的最小权值生成树问题,该问题最近由Huang等人[SIGMOD 2015]提出。尽管这个问题被证明是np困难的,但我们使用整数规划设计了实际有效的精确算法。实验结果证实,所提出的算法比先前提出的近似算法能产生更好的解。
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Integer programming approach for directed minimum spanning tree problem on temporal graphs
Considerable effort has been devoted to establishing concepts and designing algorithms that are useful for graph data management. While most work so far has focused on static graphs, there are many networks with time information, i.e., temporal graphs, such as social network messages, phone calls, public transportation, and neural networks. Even the most fundamental problems for static graphs become non-trivial for temporal graphs. In this paper, we explore the minimum-weight spanning tree problem on temporal graphs, which was recently proposed by Huang et al. [SIGMOD 2015]. Even though this problem is proven to be NP-hard, we design practically efficient exact algorithms using integer programming. Experimental results confirm that the proposed algorithms can produce better solutions than a previously proposed approximation algorithm.
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