Community structures and role detection in music networks
- 14 October 2008
- journal article
- conference paper
- Published by AIP Publishing in Chaos: An Interdisciplinary Journal of Nonlinear Science
- Vol. 18 (4) , 043105
- https://doi.org/10.1063/1.2988285
Abstract
We analyze the existence of community structures in two different social networks using data obtained from similarity and collaborative features between musical artists. Our analysis reveals some characteristic organizational patterns and provides information about the driving forces behind the growth of the networks. In the similarity network, we find a strong correlation between clusters of artists and musical genres. On the other hand, the collaboration network shows two different kinds of communities: rather small structures related to music bands and geographic zones, and much bigger communities built upon collaborative clusters with a high number of participants related through the period the artists were active. Finally, we detect the leading artists inside their corresponding communities and analyze their roles in the network by looking at a few topological properties of the nodes.Keywords
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This publication has 18 references indexed in Scilit:
- THE SOCIAL NETWORK OF CONTEMPORARY POPULAR MUSICIANSInternational Journal of Bifurcation and Chaos, 2007
- On the genre-fication of music: a percolation approachZeitschrift für Physik B Condensed Matter, 2006
- Complex networks: Structure and dynamicsPhysics Reports, 2006
- Topology of music recommendation networksChaos: An Interdisciplinary Journal of Nonlinear Science, 2006
- Uncovering collective listening habits and music genres in bipartite networksPhysical Review E, 2005
- The “New” Science of NetworksAnnual Review of Sociology, 2004
- The Structure and Function of Complex NetworksSIAM Review, 2003
- Assortative Mixing in NetworksPhysical Review Letters, 2002
- Collective dynamics of ‘small-world’ networksNature, 1998
- Content-based retrieval of music and audioPublished by SPIE-Intl Soc Optical Eng ,1997