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. © 2008 American Institute of Physics.
Registro:
Documento: |
Artículo
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Título: | Community structures and role detection in music networks |
Autor: | Teitelbaum, T.; Balenzuela, P.; Cano, P.; Buldú, J.M. |
Filiación: | Departamento de Física, Facultad de Ciencias Exactas y Naturales, CONICET, Buenos Aires, Argentina Music Technology Group, Universitat Pompeu Fabra, Barcelona, Spain BMAT, Barcelona Music and Audio Technologies, 08018 Llacuna 162, Barcelona, Spain Complex Systems Group, Universidad Rey Juan Carlos, Tulipán s/n, 28933 Móstoles, Madrid, Spain
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Palabras clave: | algorithm; automated pattern recognition; biological model; computer simulation; cooperation; interpersonal communication; music; procedures; social support; Algorithms; Communication; Computer Simulation; Cooperative Behavior; Models, Biological; Music; Pattern Recognition, Automated; Social Support |
Año: | 2008
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Volumen: | 18
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Número: | 4
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DOI: |
http://dx.doi.org/10.1063/1.2988285 |
Título revista: | Chaos
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Título revista abreviado: | Chaos
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ISSN: | 10541500
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Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_10541500_v18_n4_p_Teitelbaum |
Referencias:
- Milgram, S., (1967) Psychol. Today, 1, p. 61
- Watts, D.J., (2004) Annu. Rev. Sociol., 30, p. 243
- Lambiotte, R., Ausloos, M., (2005) Phys. Rev. e, 72, p. 066107
- Lambiotte, R., Ausloos, M., (2006) Eur. Phys. J. B, 50, p. 183
- Cano, P., Celma, O., Koppenberger, M., Buldú, J.M., (2006) Chaos, 16, p. 013107
- http://www.allmusic.com; Foote, J.T., (1997) Proc. SPIE, 3229, p. 138
- Blum, T.L., Keislar, D.F., Wheaton, J.A., Wold, E.H., (1999), U.S. Patent No. 5,918,223; Logan, B., Salomon, A., (2001), U.S. Patent No. 7,031,980, Apr. 18); Ellis, D.P., Whitman, B., Berenzweig, A., Lawrence, S., (2002) The Quest for Ground Truth in Musical Artist Similarity, pp. 170-177. , in Proceedings of the Third International Conference on Music Information Retrieval (ISMIR'02), Paris, France
- Park, J., Celma, O., Koppenberger, M., Cano, P., Buldú, J.M., (2007) Int. J. Bifurcation Chaos Appl. Sci. Eng., 17, p. 2281
- Newman, M.E.J., (2002) SIAM Rev., 45, p. 167
- Boccaletti, S., Latora, V., Moreno, Y., Chavez, M., Hwang, D.-U., (2006) Phys. Rep., 424, p. 175308
- Watts, D.J., Strogatz, S.H., (1998) Nature (London), 393, p. 440
- Newman, M.E.J., (2002) Phys. Rev. Lett., 89, p. 208701
- Girvan, M., Newman, M.E.J., (2002) Proc. Natl. Acad. Sci. U.S.A., 99, p. 7821
- Palla, G., Deŕnyi, I., Farkas, I., Vicsek, T., (2005) Nature (London), 435, p. 814
- Danon, L., Díaz-Guilera, A., Duch, J., Arenas, A., (2005) J. Stat. Mech.: Theory Exp., 2005, p. 09008
- Newman, M.E.J., Girvan, M., (2004) Phys. Rev. e, 69, p. 026113
- Duch, J., Arenas, A., (2005) Phys. Rev. e, 72, p. 027104
- Gleiser, P., Danon, L., (2003) Adv. Complex Syst., 6, p. 565
- Guimer̀, R., Amaral, L.A.N., (2005) Nature (London), 433, p. 895
- Sarwar, B., Karypis, G., Konstan, J., Riedl, J., (2001) Item-based Collaborative Filtering Recommendation Algorithms, , in International Proceedings of the 10th International World Wide Web Conference, Hong Kong, 1-5 May
- Zanin, M., Cano, P., Buldú, J.M., (2007) Preferential Attachment, Aging and Weights in Recommendation Systems, pp. 135-148. , in Proceedings of Conference Net-Works 2007, Aranjuez, Spain, 10-11 Sept http://www.urjc.es/networks
Citas:
---------- APA ----------
Teitelbaum, T., Balenzuela, P., Cano, P. & Buldú, J.M.
(2008)
. Community structures and role detection in music networks. Chaos, 18(4).
http://dx.doi.org/10.1063/1.2988285---------- CHICAGO ----------
Teitelbaum, T., Balenzuela, P., Cano, P., Buldú, J.M.
"Community structures and role detection in music networks"
. Chaos 18, no. 4
(2008).
http://dx.doi.org/10.1063/1.2988285---------- MLA ----------
Teitelbaum, T., Balenzuela, P., Cano, P., Buldú, J.M.
"Community structures and role detection in music networks"
. Chaos, vol. 18, no. 4, 2008.
http://dx.doi.org/10.1063/1.2988285---------- VANCOUVER ----------
Teitelbaum, T., Balenzuela, P., Cano, P., Buldú, J.M. Community structures and role detection in music networks. Chaos. 2008;18(4).
http://dx.doi.org/10.1063/1.2988285