Visualisation of power-law network topologies

David Soen-Mun Chan, K. S. Chua, C. Leckie, A. Parhar
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引用次数: 28

Abstract

We present a novel graph layout algorithm called ODL for visualising large network topologies. The main contribution of our algorithm is to simplify the layout problem by separating the nodes in the network into multiple hierarchical layers based on the outdegree of each node. Our algorithm is designed to exploit the underlying structure of power-law topologies, which occur in a wide variety of practical network applications. However, the use of our algorithms is not limited to this class of networks. We have demonstrated that our algorithm can generate useful and aesthetically pleasing layouts for a wide variety of networks, including both regular and power-law topologies. In particular, our algorithm achieved substantial performance improvements over existing layout techniques, including a speed-up factor of up to 260 on real-life Internet routing topologies.
幂律网络拓扑的可视化
我们提出了一种新的图形布局算法,称为ODL,用于可视化大型网络拓扑结构。该算法的主要贡献是通过根据每个节点的out度将网络中的节点划分为多个分层层,从而简化了布局问题。我们的算法旨在利用幂律拓扑的底层结构,幂律拓扑出现在各种实际网络应用中。然而,我们的算法的使用并不局限于这类网络。我们已经证明,我们的算法可以为各种网络生成有用且美观的布局,包括规则和幂律拓扑。特别是,我们的算法比现有的布局技术实现了实质性的性能改进,包括在实际的互联网路由拓扑上的加速系数高达260。
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