Genetic Algorithm with a Local Search Strategy for Discovering Communities in Complex Networks

International Journal of Computational Intelligence Systems

Volumn 6, Issue 2, 2013, Pages 354-369

  Liu, Dayou ^a   Jin, D ^b   Baquero, Carlos ^c   He, Dongxiao ^a   Yang, B ^a   Yu, Qiangyuan ^a  

^a JILIN UNIVERSITY   (China)

^b TIANJIN UNIVERSITY   (China)

^c UNIVERSITY OF MINHO   (Portugal)

Author keywords

Community mining; Complex network; Genetic algorithm; Local search; Modularity Q; Network clustering

Indexed keywords

COMMUNITY MINING; COMMUNITY STRUCTURES; COMPETING ALGORITHMS; LOCAL MONOTONICITY; LOCAL SEARCH; LOCAL SEARCH STRATEGY; MODULARITY Q; NETWORK CLUSTERING; REAL NETWORKS; SYNTHETIC BENCHMARK;

COMPLEX NETWORKS;

GENETIC ALGORITHMS;

EID: 84874491633     PISSN: 18756891     EISSN: 18756883     Source Type: Journal    
DOI: 10.1080/18756891.2013.773175     Document Type: Article

References (41)

1. D. J. Watts, and S. H. Strogatz, " Collective dynamics of small-world networks," Nature, vol. 393, pp. 440-442, Jun. 1998
2. A. L. Barabási, R. Albert, H. Jeong, and G. Bianconi, " Power-law distribution of the world wide web," Science, vol. 287, pp. 2115a, Mar. 2000.
3. M. Girvan, and M. E. J. Newman. " Community structure in social and biological networks," Proc. Natl. Acad. Sci., vol. 99, pp. 7821-7826, Jun. 2002.
4. L. Danon, J. Duch, A. Diaz-Guilera, and A. Arenas, " Comparing community structure identification," J. Stat. Mech., vol. 2005, pp. P09008, Sep. 2005.
5. M. E. J. Newman, and M. Girvan, " Finding and evaluating community structure in networks," Phys. Rev. E, vol. 69, pp. 026113, Feb. 2004.
6. S. Fortunato, " Community detection in graphs," Phys. Rep., vol. 486, pp. 75-174, Jun. 2010
7. S. Fortunato, and M. Barthélemy, " Resolution limit in community detection," Proc. Natl. Acad. Sci., vol. 104, pp. 36-41, Jan. 2007.
8. B. H. Good, Y. -A. de Montjoye, and A. Clauset, " The performance of modularity maximization in practical contexts," Phys. Rev. E, vol. 81, pp. 046106, Apr. 2010
9. R. Guimera, M. Sales-Pardo, and L. A. N. Amaral, " Modularity from fluctuations in random graphs and complex networks," Phys. Rev. E, vol. 70, pp. 025101, Aug. 2004
10. U. Brandes, D. Delling, M. Gaertler, R. Goerke, M. Hoefer, Z. Nikoloski, and D. Wagner, " Maximizing modularity is hard," arXiv:physics/0608255, 2006.
11. Y. J. Park, and M. S. Song, " A genetic algorithm for clustering problems," in Proc. 3rd Annual Conference on Genetic Programming (GP'98), Madison, USA 1998, pp. 568-575
12. E. M. Montes, and C. A. C. Coello, " A simple multimembered evolution strategy to solve constrained optimization problems," IEEE Trans. Evolutionary Computation, vol. 9, pp. 1-17, Feb. 2005.
13. Syswerda G. " Uniform crossover in genetic algorithms," in Proc. 3rd International Conference on Genetic Algorithms (ICGA'89), Fairfax, Virginia, USA 1989, pp. 2-9.
14. Newman M. E. J. " Fast algorithm for detecting community structure in networks," Phys. Rev. E, vol. 69, pp. 066133, Jun. 2004
15. Guimera, R. and Amaral L. A. N. " Functional cartography of complex metabolic networks," Nature, vol. 433, pp. 895-900, Feb. 2005
16. Blondel V. D, Guillaume J. L. Lambiotte R. and Lefebvre E. " Fast unfolding of communities in large networks," J. Stat. Mech., vol. 2008, pp. P10008 Oct. 2008.
17. Raghavan U. N. Albert R. and Kumara S. " Near lineartime algorithm to detect community structures in large-scale networks," Phys. Rev. E, vol. 76, pp. 036106, Sep. 2007.
18. Costa L. D. F. " Hub-based community finding," arXiv:cond-mat/0405022v1, 2004.
19. Bagrow J. P. and Bollt E. M. " Local method for detecting communities," Phys. Rev. E., vol. 72, pp. 046108, Oct. 2005.
20. Yang B., Cheung W. K., and Liu J. " Community mining from signed social networks," IEEE Trans. Knowl. Data Eng., vol. 19, pp. 1333-1348, Sep. 2007.
21. Rosvall M., and Bergstrom C. T. " Maps of random walks on complex networks reveal community structure," Proc. Natl. Acad. Sci., vol. 105, pp. 1118-1123, Jan. 2008.
22. Ronhovde P., and Nussinov Z. " Multiresolution community detection for megascale networks by information-based replica correlations," Phys. Rev. E, vol. 80, pp. 016109, Jul. 2009.
23. Tasgin M., Herdagdelen A. and Bingol H. " Community detection in complex networks using genetic algorithms," arXiv:0711.0491, 2007.
24. He D., Wang Z., Yang B., and Zhou C. " Genetic algorithm with ensemble learning for detecting community structure in complex networks," in Proc. IEEE Int. Conference on Computer Sciences and Convergence Information Technology (ICCIT'09), Seoul, Korea, 2009, pp. 702-707
25. Li S., Chen Y., Du, and Feldman M. W. " A genetic algorithm with local search strategy for improved detection of community structure," Complexity, vol. 15, pp. 53-60, Mar. 2010.
26. C. Pizzuti, " Community detection in social networks with genetic algorithms," in Proc. Genetic and Evolutionary Computation Conference (GECCO'08), Atlanta Georgia USA 2008, pp. 1137-1138.
27. Pizzuti C, " A multi-objective genetic algorithm for community detection in networks," in Proc. IEEE Int. Conference on Tools with Artificial Intelligence (ICTAI'09), Washington DC USA 2009, pp. 379-386
28. Shi C., Yan Z., Wang Y., Cai Y., and Wu B. " A genetic algorithm for detecting communities in large-scale complex networks," Adv. Complex Systems, vol. 13, pp. 3-17, Jan. 2010.
29. Palla G., Derenyi I., Farkas I., and Vicsek T. " Uncovering the overlapping community structures of complex networks in nature and society," Nature, vol. 435, pp. 814-818, Jun. 2005.
30. Handle J. and Knowles J. " An evolutionary approach to multiobjective clustering," IEEE Trans. Evolutionary Computation, vol. 11, pp. 56-76, Feb. 2007.
31. Makate N., Miki M., Hiroyasu T. and Senda T. " Multiobjective clustering with automatic k-determination for large-scale data," in Proc. Genetic and Evolutionary Computation Conference (GECCO'07), London, England 2007, pp. 861-868.
32. Cormen, T. H., Leiserson, C. E., Rivest, R. L. and Stein, C. 2001. Introduction to Algorithms, Cambridge, MA: MIT Press.
33. Pons P., and Latapy M. " Computing communities in large networks using random walks," Journal of Graph Algorithms and Applications, vol. 10, pp. 191-218, Jan. 2006.
34. Lancichinetti A., Fortunato S., and Radicchi F. " Benchmark graphs for testing community detection algorithms," Phys. Rev. E, vol. 78, pp. 046110, Oct. 2008.
35. Leskovec J., Lang K. J., Dasgupta A., and Mahoney M. W, " Statistical properties of community structure in large social and information networks," in Proc. 17th International World Wide Web Conference (WWW'08), Beijing, China 2008, pp. 695-704.
36. Zachary W. W. " An information flow model for conflict and fission in small groups," J. Anthropological Research, vol. 33, pp. 452-473, 1977.
37. Lusseau D. " The emergent properties of a dolphin social network," Proc Biol Sci, vol. 270, pp. S186-8, Jul. 2003.
38. Newman M. E. J. " Modularity and community structure in networks," Proc. Natl. Acad. Sci., vol. 103, pp. 8577-8582, Jun. 2006.
39. Gleiser P. M., and Danon L. " Community structure in jazz," Adv. Complex Systems, vol. 6, pp. 565-573, Jul. 2003.
40. Guimerà R., Danon L., Diaz-Guilera A., Giralt F., and Arenas A. " Self-similar community structure in a network of human interactions," Phys. Rev. E, vol. 68, pp. 065103, Dec. 2003.
41. Network data from Mark Newman's home page, 2006. [Online]. Available: http://www-personal.umich.edu/~mejn/netdata/