Unfolding communities in large complex networks: Combining defensive and offensive label propagation for core extraction

Physical Review E - Statistical, Nonlinear, and Soft Matter Physics

Volumn 83, Issue 3, 2011, Pages

  Šubelj, Lovro ^a   Bajec, Marko ^a  

^a UNIVERSITY OF LJUBLJANA   (Slovenia)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARK NETWORKS; COMMUNITY DETECTION ALGORITHMS; COMPLEX NETWORKS; FAST METHODS; LABEL PROPAGATION; LINEAR COMPLEXITY; PLANTED PARTITION; REAL-WORLD NETWORKS; TIME COMPLEXITY;

POPULATION DYNAMICS;

ALGORITHMS;

EID: 79953149869     PISSN: 15393755     EISSN: 15502376     Source Type: Journal    
DOI: 10.1103/PhysRevE.83.036103     Document Type: Article

References (58)

1. G. Palla, I. Derényi, I. Farkas, and T. Vicsek, Nature (London) NATUAS 0028-0836 10.1038/nature03607 435, 814 (2005). (Pubitemid 40839731)
2. E. Ravasz and A. L. Barabási, Phys. Rev. E NATUAS 1539-3755 10.1103/PhysRevE.67.026112 67, 026112 (2003).
3. J. Leskovec, K. J. Lang, A. Dasgupta, and M. W. Mahoney, Internet Mathematics 6, 29 (2009).
4. M. E. J. Newman and E. A. Leicht, Proc. Nat. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.0610537104 104, 9564 (2007). (Pubitemid 47175306)
5. S. Pinkert, J. Schultz, and J. Reichardt, PLoS Comput. Biol. 1553-734X 10.1371/journal.pcbi.1000659 6, e1000659 (2010).
6. M. Girvan and M. E. J. Newman, Proc. Nat. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.122653799 99, 7821 (2002). (Pubitemid 34650963)
7. M. E. J. Newman and M. Girvan, Phys. Rev. E PNASA6 1539-3755 10.1103/PhysRevE.69.026113 69, 026113 (2004).
8. A. Clauset, M. E. J. Newman, and C. Moore, Phys. Rev. E PNASA6 1539-3755 10.1103/PhysRevE.70.066111 70, 066111 (2004). (Pubitemid 40429799)
9. M. E. J. Newman, Phys. Rev. E PNASA6 1539-3755 10.1103/PhysRevE.74.036104 74, 036104 (2006). (Pubitemid 44521558)
10. V. D. Blondel, J. Guillaume, R. Lambiotte, and E. Lefebvre, J. Stat. Mech. 1742-5468 10.1088/1742-5468/2008/10/P10008 (2008) P10008.
11. M. J. Barber and J. W. Clark, Phys. Rev. E PNASA6 1539-3755 10.1103/PhysRevE.80.026129 80, 026129 (2009).
12. X. Liu and T. Murata, Physica A PHYADX 0378-4371 10.1016/j.physa.2009.12. 019 389, 1493 (2009).
13. F. Radicchi, C. Castellano, F. Cecconi, V. Loreto, and D. Parisi, Proc. Natl. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.0400054101 101, 2658 (2004). (Pubitemid 38327665)
14. C. Pang, F. Shao, R. Sun, and S. Li, in Proceedings of the International Symposium on Neural Networks, edited by, W. Yu, H. He, and, N. Zhang, (Springer, Wuhan, 2009), pp. 839-846.
15. L. Donetti and M. A. Muñoz, J. Stat. Mech. 1742-5468 10.1088/1742-5468/2004/10/P10012 (2004) P10012.
16. M. Rosvall and C. T. Bergstrom, Proc. Natl. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.0706851105 105, 1118 (2008). (Pubitemid 351397014)
17. A. Firat, S. Chatterjee, and M. Yilmaz, Comput. Stat. Data Anal. CSDADW 0167-9473 10.1016/j.csda.2007.01.010 51, 6285 (2007). (Pubitemid 47126019)
18. U. N. Raghavan, R. Albert, and S. Kumara, Phys. Rev. E CSDADW 1539-3755 10.1103/PhysRevE.76.036106 76, 036106 (2007). (Pubitemid 47443121)
19. I. X. Y. Leung, P. Hui, P. Liò, and J. Crowcroft, Phys. Rev. E CSDADW 1539-3755 10.1103/PhysRevE.79.066107 79, 066107 (2009).
20. P. Ronhovde and Z. Nussinov, Phys. Rev. E CSDADW 1539-3755 10.1103/PhysRevE.81.046114 81, 046114 (2010).
21. X. Liu and T. Murata, in Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, Vol. 1 (IEEE, Washington, DC, 2009), pp. 50-57.
22. S. Fortunato, Phys. Rep. PRPLCM 0370-1573 10.1016/j.physrep.2009.11.002 486, 75 (2010).
23. G. Tibély and J. Kertész, Physica A PHYADX 0378-4371 10.1016/j.physa.2008.04.024 387, 4982 (2008).
24. P. Schuetz and A. Caflisch, Phys. Rev. E PHYADX 1539-3755 10.1103/PhysRevE.77.046112 77, 046112 (2008). (Pubitemid 351568528)
25. M. E. J. Newman, [http://www-personal.umich.edu/~mejn/netdata/].
26. Throughout the article we refer to core and whiskers of the network as being the result of the algorithm, although this might not necessarily coincide with the analysis of Leskovec [9].
27. A. Lancichinetti, S. Fortunato, and F. Radicchi, Phys. Rev. E PHYADX 1539-3755 10.1103/PhysRevE.78.046110 78, 046110 (2008).
28. The conclusion naturally depends on the definition of research communities, which are, in this case, communities revealed by the algorithm.
29. S. Gregory, e-print arXiv: 0910.5516.
30. L. Freeman, Sociometry PHYADX 0038-0431 10.2307/3033543 40, 35 (1977).
31. L. C. Freeman, Soc. Networks PHYADX 0378-8733 10.1016/0378-8733(78)90021- 7 1, 215 (1979).
32. D. J. Watts and S. H. Strogatz, Nature (London) NATUAS 0028-0836 10.1038/30918 393, 440 (1998). (Pubitemid 28292183)
33. W. W. Zachary, J. Anthropol. Res. 33, 452 (1977).
34. The estimation could also be done by using the label propagation itself; however, we believe that using the floating-point counterpart of the approach would produce more accurate results in practice.
35. S. Brin and L. Page, Comput. Networks ISDN NATUAS 0169-7552 10.1016/S0169-7552(98)00110-X 30, 107 (1998).
36. J. M. Kleinberg, J. ACM JACOAH 0004-5411 10.1145/324133.324140 46, 604 (1999).
37. H. Jeong, B. Tombor, R. Albert, Z. N. Oltvai, and A. Barabási, Nature (London) NATUAS 0028-0836 10.1038/35036627 407, 651 (2000).
38. D. Lusseau, K. Schneider, O. J. Boisseau, P. Haase, E. Slooten, and S. M. Dawson, Behav. Ecol. Sociobiol. NATUAS 0340-5443 10.1007/s00265-003-0651-y 54, 396 (2003). (Pubitemid 37144024)
39. V. Krebs, [http://www.orgnet.com/].
40. P. Gleiser and L. Danon, Adv. Complex Syst. NATUAS 1284-8535 10.1142/S0219525903001067 6, 565 (2003).
41. H. Jeong, S. P. Mason, A. Barabási, and Z. N. Oltvai, Nature (London) NATUAS 0028-0836 10.1038/35075138 411, 41 (2001). (Pubitemid 32428180)
42. R. Guimerà, L. Danon, A. Díaz-Guilera, F. Giralt, and A. Arenas, Phys. Rev. E NATUAS 1539-3755 10.1103/PhysRevE.68.065103 68, 065103 (2003).
43. L. A. Adamic and N. Glance, in Proceedings of the International Workshop on Link Discovery, edited by, J. Adibi, M. Grobelnik, D. Mladenic, and, P. Pantel, (ACM, New York, 2005), pp. 36-43.
44. M. Boguná, R. Pastor-Satorras, A. Díaz-Guilera, and A. Arenas, Phys. Rev. E NATUAS 1539-3755 10.1103/PhysRevE.70.056122 70, 056122 (2004). (Pubitemid 40086377)
45. M. E. J. Newman, Proc. Natl. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.021544898 98, 404 (2001). (Pubitemid 32105053)
46. See [http://www.sigkdd.org/kddcup/].
47. M. Hoerdt, M. Jaeger, A. James, D. Magoni, J. Maillard, D. Malka, and P. Merindol, [http://www.labri.fr/perso/magoni/nec/].
48. M. Richardson, R. Agrawal, and P. Domingos, in Proceedings of the International Semantic Web Conference, edited by, D. Fensel, K. P. Sycara, and, J. Mylopoulos, Vol. 2 (Springer, Berlin, 2003), pp. 351-368.
49. J. Leskovec, L. A. Adamic, and B. A. Huberman, ACM Trans. Web PNASA6 1559-1131 10.1145/1232722.1232727 1, (2007). (Pubitemid 46760977)
50. R. Albert, H. Jeong, and A. Barabási, Nature (London) NATUAS 0028-0836 10.1038/43601 401, 130 (1999). (Pubitemid 29436307)
51. B. H. Hall, A. B. Jaffe, and M. Tratjenberg, The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools, Tech. Rep. (National Bureau of Economic Research, 2001).
52. L. Danon, A. Díaz-Guilera, J. Duch, and A. Arenas, J. Stat. Mech. 1742-5468 10.1088/1742-5468/2005/09/P09008 (2005) P09008.
53. A. Lancichinetti and S. Fortunato, Phys. Rev. E NATUAS 1539-3755 10.1103/PhysRevE.80.056117 80, 056117 (2009).
54. The analysis on networks with hundreds of millions or even billions of edges was bounded due to limited memory resources.
55. B. Bollobás, Modern Graph Theory (Springer-Verlag, Berlin, 1998).
56. J. Leskovec, K. J. Lang, and M. W. Mahoney, in Proceedings of the ACM International Conference on World Wide Web, edited by, M. Rappa, P. Jones, J. Freire, and, S. Chakrabarti, (ACM, New York, 2010), pp. 631-640.
57. S. Fortunato and M. Barthelemy, Proc. Natl. Acad. Sci. USA PNASA6 0027-8424 10.1073/pnas.0605965104 104, 36 (2007). (Pubitemid 46075032)
58. B. H. Good, Y. A. de Montjoye, and A. Clauset, Phys. Rev. E PNASA6 1539-3755 10.1103/PhysRevE.81.046106 81, 046106 (2010).