PyGenStability: Multiscale community detection with generalized Markov Stability
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arXiv
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| Autores principales: | , , , , , , |
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| Formato: | Preprint |
| Publicado: |
2023
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| _version_ | 1866909755774074880 |
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| author | Arnaudon, Alexis Schindler, Juni Peach, Robert L. Gosztolai, Adam Hodges, Maxwell Schaub, Michael T. Barahona, Mauricio |
| author_facet | Arnaudon, Alexis Schindler, Juni Peach, Robert L. Gosztolai, Adam Hodges, Maxwell Schaub, Michael T. Barahona, Mauricio |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2303_05385 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | PyGenStability: Multiscale community detection with generalized Markov Stability Arnaudon, Alexis Schindler, Juni Peach, Robert L. Gosztolai, Adam Hodges, Maxwell Schaub, Michael T. Barahona, Mauricio Social and Information Networks Mathematical Software G.4; I.5.3 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. |
| title | PyGenStability: Multiscale community detection with generalized Markov Stability |
| topic | Social and Information Networks Mathematical Software G.4; I.5.3 |
| url | https://arxiv.org/abs/2303.05385 |