图对齐的非对称树相关测试

Jakob Maier, L. Massoulié
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引用次数: 0

摘要

我们考虑了两个具有不同边密度或节点密度的相关稀疏图Erdős-Rényi的部分图对齐问题。利用这些图是局部树状的,我们来考虑一个相关高尔顿-沃森树的假设检验问题。为了解决这一问题,我们给出了一类误差消失且幂次显著的似然比检验存在的几个等价条件。然后,我们展示了这些相同的条件使部分图对齐算法MPAlign成功。本文将Ganassali L., massouli L.和llarge M.的最新结果推广到不对称边和节点密度情况。这种扩展允许结果更大的适用性,并解决了子图同构问题的一个特殊情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Asymmetric tree correlation testing for graph alignment
We consider the partial graph alignment problem on two correlated sparse Erdős–Rényi graphs with differing edge or node densities. Exploiting that these graphs are locally tree-like, we come to consider a hypothesis testing problem on correlated Galton-Watson trees. To solve this problem, we give several equivalent conditions for the existence of likelihood-ratio tests with vanishing type-I-error and significant power. We then show that these same conditions enable the partial graph alignment algorithm MPAlign to succeed.This paper generalizes recent results from Ganassali L., Massoulié L. and Lelarge M. to the asymmetric edge and node density case. This extension allows for greater applicability of the results and resolves a special case of the subgraph isomorphism problem.
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