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Influence in time-dependent citation networks

机译:对时间依赖性引用网络的影响

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In this paper, we present a running influence model for evaluating the pairwise impact between communities in citation networks and define the time limitations of the model. The model improves a recent one from the literature. To compare and contrast different communities influence, we present a metric for estimating the overall running influence value of particular community. We also study the problem of the time dependency of the influence within citation networks. To conduct the community influence analysis, we perform the experiments using a real-world database. The results are compared to both real-world ranking and the state-of-the-art method. They show the adequacy of the proposed metrics and model of running influence. We also demonstrate the importance of proposed differentiation within calculation and interpretation of the influence in time-dependent citation networks.
机译:在本文中,我们提出了一个运行影响模型,用于评估引文网络中社区之间的成对影响,并定义了模型的时间限制。该模型改进了文献中的最新模型。为了比较和对比不同社区的影响力,我们提出了一种度量标准,用于估计特定社区的总体运行影响力值。我们还研究了引文网络中影响力的时间依赖性问题。为了进行社区影响力分析,我们使用真实数据库进行了实验。将结果与实际排名和最新方法进行比较。它们显示了所提出的度量标准和运行影响模型的充分性。我们还证明了在与时间相关的引用网络中影响的计算和解释中建议的区分的重要性。

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