论文标题
可以听到节点的位置吗？
Can one hear the position of nodes?
论文作者
论文摘要
通过网络的节点和链接的波传播构成了光谱图理论的基础。然而，没有很好地研究由网络形成的共鸣室内发出的声音。单个节点的振动发出的声音反映了整个网络拓扑结构，也反映了该节点在网络中的位置。在本文中，训练了声音识别神经网络从节点的波形形式中推断出中心度度量。除了推进网络表示学习外，在大多数情况下，节点发出的声音是合理的。网络拓扑的听觉可以打开艺术的新方向，并与网络可视化竞争。
Wave propagation through nodes and links of a network forms the basis of spectral graph theory. Nevertheless, the sound emitted by nodes within the resonating chamber formed by a network are not well studied. The sound emitted by vibrations of individual nodes reflects the structure of the overall network topology but also the location of the node within the network. In this article, a sound recognition neural network is trained to infer centrality measures from the nodes' wave-forms. In addition to advancing network representation learning, sounds emitted by nodes are plausible in most cases. Auralization of the network topology may open new directions in arts, competing with network visualization.
