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Algorithm xxx: PyGenStability, a multiscale community detection with generalized Markov Stability
ACM Transactions on Mathematical Software ( IF 2.7 ) Pub Date : 2024-03-11 , DOI: 10.1145/3651225
Alexis Arnaudon 1 , Dominik J. Schindler 1 , Robert L. Peach 2 , Adam Gosztolai 3 , Maxwell Hodges 4 , Michael T. Schaub 5 , Mauricio Barahona 1
Affiliation  

We present PyGenStability, a general-use Python software package that provides a suite of analysis and visualisation tools for unsupervised multiscale community detection in graphs. PyGenStability finds optimized partitions of a graph at different levels of resolution by maximizing the generalized Markov Stability quality function with the Louvain or Leiden algorithms. The package includes automatic detection of robust graph partitions and allows the flexibility to choose quality functions for weighted undirected, directed and signed graphs, and to include other user-defined quality functions.



中文翻译:

算法xxx:PyGenStability,具有广义马尔可夫稳定性的多尺度社区检测

我们推出了 PyGenStability,这是一个通用的 Python 软件包,它提供了一套分析和可视化工具,用于图形中无监督的多尺度社区检测。PyGenStability 通过使用 Louvain 或 Leiden 算法最大化广义马尔可夫稳定性质量函数,找到不同分辨率级别的图的优化分区。该软件包包括自动检测稳健的图分区,并允许灵活地为加权无向图、有向图和有符号图选择质量函数,并包括其他用户定义的质量函数。

更新日期:2024-03-12
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