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Algorithm xxx: PyGenStability, a multiscale community detection with generalized Markov stability
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3651225.pdf | Published version | 2.45 MB | Adobe PDF | View/Open |
Title: | Algorithm xxx: PyGenStability, a multiscale community detection with generalized Markov stability |
Authors: | Arnaudon, A Schindler, D Peach, R Gosztolai, A Hodges, M Schaub, M Barahona, M |
Item Type: | Journal Article |
Abstract: | 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. |
Issue Date: | 28-Jun-2024 |
Date of Acceptance: | 23-Feb-2024 |
URI: | http://hdl.handle.net/10044/1/110919 |
DOI: | 10.1145/3651225 |
ISSN: | 0098-3500 |
Publisher: | Association for Computing Machinery (ACM) |
Start Page: | 1 |
End Page: | 8 |
Journal / Book Title: | ACM Transactions on Mathematical Software |
Volume: | 50 |
Issue: | 2 |
Copyright Statement: | Copyright © 2024 Copyright held by the owner/author(s). This work is licensed under a Creative Commons Attribution International 4.0 License. |
Publication Status: | Published |
Online Publication Date: | 2024-03-11 |
Appears in Collections: | Department of Immunology and Inflammation Applied Mathematics and Mathematical Physics Faculty of Medicine Department of Brain Sciences Faculty of Natural Sciences Mathematics |
This item is licensed under a Creative Commons License