Eigenvector-Based Centrality Measures for Temporal Networks

DOI10.1137/16M1066142zbMath1386.91116arXiv1507.01266OpenAlexW2963123334WikidataQ42378696 ScholiaQ42378696MaRDI QIDQ5737762

Peter J. Mucha, Aaron Clauset, Sean A. Myers, Mason A. Porter, Dane Taylor

Publication date: 30 May 2017

Published in: Multiscale Modeling & Simulation (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1507.01266

zbMATH Keywords

singular perturbationeigenvector centralitymultilayer networkstemporal networksranking systemshubs and authorities

Mathematics Subject Classification ID

Social networks; opinion dynamics (91D30) Small world graphs, complex networks (graph-theoretic aspects) (05C82) Eigenvalues, singular values, and eigenvectors (15A18) Random walks on graphs (05C81)

Related Items (12)

Ranking in evolving complex networks ⋮ On eigenvector-like centralities for temporal networks: discrete vs. continuous time scales ⋮ Block Matrix Formulations for Evolving Networks ⋮ Random walks and diffusion on networks ⋮ A literature survey of matrix methods for data science ⋮ A general higher-order supracentrality framework based on motifs of temporal networks and multiplex networks ⋮ Co-ranking for nodes, layers and timestamps in multilayer temporal networks ⋮ Tunable Eigenvector-Based Centralities for Multiplex and Temporal Networks ⋮ Eigenvector-Based Centrality Measures for Temporal Networks ⋮ Synchronization of Heterogeneous Oscillators Under Network Modifications: Perturbation and Optimization of the Synchrony Alignment Function ⋮ Dynamic Katz and related network measures ⋮ Three Hypergraph Eigenvector Centralities

Uses Software

• Gephi
• GenLouvain
• Muxviz
• Temporal_Eigenvector_Centrality
• CSparse
• Mathematics Genealogy Project

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Rethinking centrality: the role of dynamical processes in social network analysis
• Betweenness in time dependent networks
• The modeling of global epidemics: stochastic dynamics and predictability
• Communicability graph and community structures in complex networks
• Dynamical systems on networks. A tutorial
• Jamming and correlation patterns in traffic of information on sparse modular networks
• Large-scale structure of time evolving citation networks
• Random walk centrality in interconnected multilayer networks
• On the eigenvalues of trees
• A new status index derived from sociometric analysis
• PageRank Beyond the Web
• Influential Mathematicians: Birth, Education, and Affiliation
• Dynamic PageRank Using Evolving Teleportation
• Network Properties Revealed through Matrix Functions
• Community Structure in Time-Dependent, Multiscale, and Multiplex Networks
• Sensitivity and Stability of Ranking Vectors
• Authoritative sources in a hyperlinked environment
• Eigenvector centrality of nodes in multiplex networks
• Localized eigenvectors of the non-backtracking matrix
• Direct Methods for Sparse Linear Systems
• Community Detection in Temporal Multilayer Networks, with an Application to Correlation Networks
• Generalized Nested Dissection
• A Matrix Iteration for Dynamic Network Summaries
• Random walk centrality for temporal networks
• Structure of triadic relations in multiplex networks
• On the Limiting Behavior of Parameter-Dependent Network Centrality Measures
• Distributed Algorithms for Computation of Centrality Measures in Complex Networks
• Block Matrix Formulations for Evolving Networks
• A dynamical systems view of network centrality
• The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles
• Random Walker Ranking for NCAA Division I-A Football
• CONGESTION AND CENTRALITY IN TRAFFIC FLOW ON COMPLEX NETWORKS
• Eigenvector-Based Centrality Measures for Temporal Networks
• Connectivity and inference problems for temporal networks
• Networks

This page was built for publication: Eigenvector-Based Centrality Measures for Temporal Networks