MuxViz: A Tool for Multilayer Analysis and Visualization of Networks
arXiv:1405.0843 · doi:10.1093/comnet/cnu038
Abstract
Multilayer relationships among entities and information about entities must be accompanied by the means to analyze, visualize, and obtain insights from such data. We present open-source software (muxViz) that contains a collection of algorithms for the analysis of multilayer networks, which are an important way to represent a large variety of complex systems throughout science and engineering. We demonstrate the ability of muxViz to analyze and interactively visualize multilayer data using empirical genetic, neuronal, and transportation networks. Our software is available at https://github.com/manlius/muxViz.
arXiv comment18 pages, 10 figures (text of the accepted manuscript)
References in corpus (32)
- Community detection in graphs
- Lethality and centrality in protein networks
- Catastrophic cascade of failures in interdependent networks
- The large-scale organization of metabolic networks
- Functional cartography of complex metabolic networks
- Identification of influential spreaders in complex networks
- Multilayer Networks
- Specificity and stability in topology of protein networks
- Temporal Networks
- Spatial Networks
- Community Structure in Time-Dependent, Multiscale, and Multiplex Networks
- Dynamic reconfiguration of human brain networks during learning
- Multiscale mobility networks and the large scale spreading of infectious diseases
- Prediction and predictability of global epidemics: the role of the airline transportation network
- Structural measures for multiplex networks
- Random Walks on Multiplex Networks
- Emergence of network features from multiplexity
- Suppressing cascades of load in interdependent networks
- Dynamical Organization of Cooperation in Complex Topologies
- Robust Detection of Dynamic Community Structure in Networks
- Abrupt transition in the structural formation of interconnected networks
- Remote synchronization reveals network symmetries and functional modules
- Contact-based Social Contagion in Multiplex Networks
- Percolation in Multiplex Networks with Overlap
- Jensen-Shannon divergence as a measure of distinguishability between mixed quantum states
- Properties of Classical and Quantum Jensen-Shannon Divergence
- Analysis of complex contagions in random multiplex networks
- Correlated multiplexity and connectivity of multiplex random networks
- The laplacian of a graph as a density matrix: a basic combinatorial approach to separability of mixed states
- Spreading of sexually transmitted diseases in heterosexual populations
- Phase transition in the economically modeled growth of a cellular nervous system
- Stability of Boolean Multilevel Networks
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