论文标题

TGLIB:用于时间图分析的开源库

TGLib: An Open-Source Library for Temporal Graph Analysis

论文作者

Oettershagen, Lutz, Mutzel, Petra

论文摘要

我们启动一个开源库,以有效地分析时间图。我们考虑了动态网络的标准模型之一,其中每个边缘具有离散的时间戳和过渡时间。最近,人们对分析此类时间图引起了极大的兴趣。通用的计算数据挖掘和分析任务包括时间距离,中心度度量以及网络统计数据(如拓扑重叠,爆发性或时间直径)的计算。为了满足对时间图算法有效且易于使用的实现的不断增长的需求,我们介绍了开源库TGLIB,该库TGLIB集成了有效的数据结构和算法,以进行时间图分析。 TGLIB高效且用途广泛,提供简单便捷的C ++和Python接口,针对计算机科学家,从业人员,学生以及(时间)网络研究社区。

We initiate an open-source library for the efficient analysis of temporal graphs. We consider one of the standard models of dynamic networks in which each edge has a discrete timestamp and transition time. Recently there has been a massive interest in analyzing such temporal graphs. Common computational data mining and analysis tasks include the computation of temporal distances, centrality measures, and network statistics like topological overlap, burstiness, or temporal diameter. To fulfill the increasing demand for efficient and easy-to-use implementations of temporal graph algorithms, we introduce the open-source library TGLib, which integrates efficient data structures and algorithms for temporal graph analysis. TGLib is highly efficient and versatile, providing simple and convenient C++ and Python interfaces, targeting computer scientists, practitioners, students, and the (temporal) network research community.

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