Litcius/Paper detail

A clarified typology of core-periphery structure in networks

Ryan J. Gallagher, Jean-Gabriel Young, Brooke Foucault Welles

2021Science Advances83 citationsDOIOpen Access PDF

Abstract

-cores decomposition and the classic two-block model of Borgatti and Everett, extract fundamentally different structures: The latter partitions a network into a binary hub-and-spoke layout, while the former divides it into a layered hierarchy. We introduce a core-periphery typology to clarify these differences, along with Bayesian stochastic block modeling techniques to classify networks in accordance with this typology. Empirically, we find a rich diversity of core-periphery structure among networks. Through a detailed case study, we demonstrate the importance of acknowledging this diversity and situating networks within the core-periphery typology when conducting domain-specific analyses.

Topics & Concepts

TypologyComputer scienceDiversity (politics)Core (optical fiber)Binary numberBayesian networkBlock (permutation group theory)Artificial intelligenceDecompositionTheoretical computer scienceStochastic block modelNetwork structureData scienceMachine learningBayesian probabilityComplex networkData miningType (biology)Block structureLinguistic typologyNetwork analysisComplex systemComplex Network Analysis TechniquesGraph theory and applicationsBayesian Modeling and Causal Inference