Supracentrality swMATH ID: 38840 Software Authors: Saray Shai, Natalie Stanley, Clara Granell, Dane Taylor, Peter J. Mucha Description: Supracentrality: Centrality Analysis for Multilayer, Multiplex and Temporal Networks. This Python code implements the experimental results described in: Case studies in network community detection. Community structure describes the organization of a network into subgraphs that contain a prevalence of edges within each subgraph and relatively few edges across boundaries between subgraphs. The development of community-detection methods has occurred across disciplines, with numerous and varied algorithms proposed to find communities. As we present in this Chapter via several case studies, community detection is not just an ”end game” unto itself, but rather a step in the analysis of network data which is then useful for furthering research in the disciplinary domain of interest. These case-study examples arise from diverse applications, ranging from social and political science to neuroscience and genetics, and we have chosen them to demonstrate key aspects of community detection and to highlight that community detection, in practice, should be directed by the application at hand. Homepage: https://arxiv.org/abs/1705.02305 Source Code: https://github.com/taylordr/supracentrality Dependencies: Python Related Software: GenLouvain; GitHub; ForceAtlas2; CHAMP; Gephi; Basemap; Mathematics Genealogy Project; Temporal_Eigenvector_Centrality; Graph-tool; KONECT; Reactome; Qhull; Matlab; multimodbp; MultilayerGM; Python Cited in: 3 Publications all top 5 Cited by 8 Authors 3 Mucha, Peter J. 2 Taylor, Dane 2 Weir, William H. 1 Emmons, Scott 1 Gibson, Ryan M. 1 Porter, Mason Alexander 1 Walker, Benjamin J. 1 Zdeborová, Lenka Cited in 3 Serials 1 Multiscale Modeling & Simulation 1 Algorithms 1 SIAM Journal on Mathematics of Data Science all top 5 Cited in 7 Fields 2 Combinatorics (05-XX) 2 Operations research, mathematical programming (90-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Statistics (62-XX) 1 Computer science (68-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year