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Volumn 14, Issue 3, 2008, Pages 243-270

Crowding with nearest neighbors replacement for multiple species niching and building blocks preservation in binary multimodal functions optimization

Author keywords

Binary multimodal functions optimization; Crowding; Genetic algorithms; Nearest neighbors replacement; Niching; Steady state genetic algorithms

Indexed keywords

FUNCTION EVALUATION; OPTIMIZATION;

EID: 42149178705     PISSN: 13811231     EISSN: 15729397     Source Type: Journal    
DOI: 10.1007/s10732-007-9035-1     Document Type: Article
Times cited : (15)

References (46)
  • 2
    • 0000401181 scopus 로고
    • A sequential niche technique for multimodal function optimization
    • 2
    • Beasley, D., Bull, D.R., Martin, R.R.: A sequential niche technique for multimodal function optimization. Evol. Comput. 1(2), 10-125 (1993)
    • (1993) Evol. Comput. , vol.1 , pp. 10-125
    • Beasley, D.1    Bull, D.R.2    Martin, R.R.3
  • 3
    • 0008526550 scopus 로고    scopus 로고
    • Analysis of speciation and niching in multi-niche crowding genetic algorithms
    • 1-2
    • Cedeño, W., Vemuri, V.: Analysis of speciation and niching in multi-niche crowding genetic algorithms. Theor. Comput. Sci. 222(1-2), 177-197 (1999)
    • (1999) Theor. Comput. Sci. , vol.222 , pp. 177-197
    • Cedeño, W.1    Vemuri, V.2
  • 4
    • 11844291975 scopus 로고    scopus 로고
    • On the role of population size and niche radius in fitness sharing
    • 6
    • Cioppa, A.D., Stefano, C., De, Marcelli, A.: On the role of population size and niche radius in fitness sharing. IEEE Trans. Evol. Comput. 8(6), 580-592 (2004)
    • (2004) IEEE Trans. Evol. Comput. , vol.8 , pp. 580-592
    • Cioppa, A.D.1    Stefano, C.2    De Marcelli, A.3
  • 5
    • 0002460716 scopus 로고
    • Epistasis variance: A viewpoint on GA-hardness
    • Morgan Kaufmann San Mateo
    • Davidor, Y.: Epistasis variance: a viewpoint on GA-hardness. In: Rawlins, G.J.E. (ed.) Foundations of Genetic Algorithms, pp. 23-35. Morgan Kaufmann, San Mateo (1991)
    • (1991) Foundations of Genetic Algorithms , pp. 23-35
    • Davidor, Y.1    Rawlins, G.J.E.2
  • 6
    • 0002284602 scopus 로고
    • An investigation of niche and species formation in genetic function optimization
    • George Mason University/Morgan Kaufmann San Mateo
    • Deb, K., Goldberg, D.E.: An investigation of niche and species formation in genetic function optimization. In: Schaffer, J.D. (ed.) Proceedings of the Third International Conference on Genetic Algorithms, pp. 42-50. George Mason University/Morgan Kaufmann, San Mateo (1989)
    • (1989) Proceedings of the Third International Conference on Genetic Algorithms , pp. 42-50
    • Deb, K.1    Goldberg, D.E.2    Schaffer, J.D.3
  • 7
    • 0041822908 scopus 로고
    • Analyzing deception in trap functions
    • Whitley, L.D. (ed.) Also IlliGAL Report No. 91009
    • Deb, K., Goldberg, D.E.: Analyzing deception in trap functions. In: Whitley, L.D. (ed.) Foundations of Genetic Algorithms, 2, pp. 93-108 (1992). Also IlliGAL Report No. 91009
    • (1992) Foundations of Genetic Algorithms , vol.2 , pp. 93-108
    • Deb, K.1    Goldberg, D.E.2
  • 8
    • 21344490948 scopus 로고
    • Sufficient conditions for deceptive and easy binary functions
    • 4
    • Deb, K., Goldberg, D.E.: Sufficient conditions for deceptive and easy binary functions. Ann. Math. Artif. Intell. 10(4), 385-408 (1993)
    • (1993) Ann. Math. Artif. Intell. , vol.10 , pp. 385-408
    • Deb, K.1    Goldberg, D.E.2
  • 9
    • 0003357356 scopus 로고
    • Multimodal deceptive functions
    • Also IlliGAL Report No. 92003
    • Deb, K., Horn, J., Goldberg, D.E.: Multimodal deceptive functions. Complex Syst. 7, 131-153 (1993). Also IlliGAL Report No. 92003
    • (1993) Complex Syst. , vol.7 , pp. 131-153
    • Deb, K.1    Horn, J.2    Goldberg, D.E.3
  • 12
    • 0001351468 scopus 로고
    • Using genetic algorithms to explore pattern recognition in the immune system
    • 3
    • Forrest, S., Smith, R.E., Javornik, B., Perelson, A.S.: Using genetic algorithms to explore pattern recognition in the immune system. Evol. Comput. 1(3), 191-211 (1993)
    • (1993) Evol. Comput. , vol.1 , pp. 191-211
    • Forrest, S.1    Smith, R.E.2    Javornik, B.3    Perelson, A.S.4
  • 18
    • 0000129072 scopus 로고
    • Messy genetic algorithms revisited: Studies in mixed size and scale
    • Goldberg, D.E., Deb, K., Korb, B.: Messy genetic algorithms revisited: studies in mixed size and scale. Complex Syst. 4, 415-444 (1990)
    • (1990) Complex Syst. , vol.4 , pp. 415-444
    • Goldberg, D.E.1    Deb, K.2    Korb, B.3
  • 19
    • 0005350266 scopus 로고
    • Massive multimodality, deception, and genetic algorithms
    • North-Holland Amsterdam. Also IlliGAL Report No. 92007
    • Goldberg, D.E., Deb, K., Horn, J.: Massive multimodality, deception, and genetic algorithms. In: Manner, R., Manderick, B. (eds.) Parallel Problem Solving from Nature, 2, pp. 37-46. North-Holland, Amsterdam (1992). Also IlliGAL Report No. 92007
    • (1992) Parallel Problem Solving from Nature, 2 , pp. 37-46
    • Goldberg, D.E.1    Deb, K.2    Horn, J.3    Manner, R.4    Manderick, B.5
  • 20
    • 25144467933 scopus 로고    scopus 로고
    • An automated hybrid genetic-conjugate gradient algorithm for multimodal optimization problems
    • 2
    • Gudla, P.K., Ganguli, R.: An automated hybrid genetic-conjugate gradient algorithm for multimodal optimization problems. Appl. Math. Comput. 167(2), 1457-1474 (2005)
    • (2005) Appl. Math. Comput. , vol.167 , pp. 1457-1474
    • Gudla, P.K.1    Ganguli, R.2
  • 21
    • 0003055345 scopus 로고
    • Finding multimodal solutions using restricted tournament selection
    • Morgan Kaufmann San Mateo. Also IlliGAL Report No. 94002
    • Harik, G.R.: Finding multimodal solutions using restricted tournament selection. In: Eshelman, L.J. (ed.) Proceedings of the Sixth International Conference on Genetic Algorithms, pp. 24-31. Morgan Kaufmann, San Mateo (1995). Also IlliGAL Report No. 94002
    • (1995) Proceedings of the Sixth International Conference on Genetic Algorithms , pp. 24-31
    • Harik, G.R.1    Eshelman, L.J.2
  • 23
    • 0035335848 scopus 로고    scopus 로고
    • UEGO, an abstract clustering technique for multimodal global optimization
    • 3
    • Jelasity, M., Ortigosa, P.M., Garcia, I.: UEGO, an abstract clustering technique for multimodal global optimization. J. Heuristics 7(3), 215-233 (2001)
    • (2001) J. Heuristics , vol.7 , pp. 215-233
    • Jelasity, M.1    Ortigosa, P.M.2    Garcia, I.3
  • 25
    • 0036715627 scopus 로고    scopus 로고
    • A species conserving genetic algorithm for multimodal function optimization
    • 3
    • Li, J.-P., Balazs, M.E., Parks, G.T., Clarkson, P.J.: A species conserving genetic algorithm for multimodal function optimization. Evol. Comput. 10(3), 207-234 (2002)
    • (2002) Evol. Comput. , vol.10 , pp. 207-234
    • Li, J.-P.1    Balazs, M.E.2    Parks, G.T.3    Clarkson, P.J.4
  • 26
    • 0031700534 scopus 로고    scopus 로고
    • Cluster identification techniques in genetic algorithms for multimodal optimization
    • 1
    • Lin, C.-Y., Yang, Y.-J.: Cluster identification techniques in genetic algorithms for multimodal optimization. Comput. Aided Civ. Infrastruct. Eng. 13(1), 53-62 (1998)
    • (1998) Comput. Aided Civ. Infrastruct. Eng. , vol.13 , pp. 53-62
    • Lin, C.-Y.1    Yang, Y.-J.2
  • 27
    • 0004002272 scopus 로고
    • Crowding and preselection revisited
    • Elsevier Amsterdam. Also IlliGAL Report No. 92004
    • Mahfoud, S.W.: Crowding and preselection revisited. In: Manner, R., Manderick, B. (eds.) Parallel Problem Solving from Nature, 2, pp. 27-36. Elsevier, Amsterdam (1992). Also IlliGAL Report No. 92004
    • (1992) Parallel Problem Solving from Nature, 2 , pp. 27-36
    • Mahfoud, S.W.1    Manner, R.2    Manderick, B.3
  • 28
    • 0003679582 scopus 로고
    • Doctoral Dissertation, University of Illinois at Urbana-Champaign, Urbana, IL61801 Also IlliGAL Report No. 95001
    • Mahfoud, S.W.: Niching methods for genetic algorithms. Doctoral Dissertation, University of Illinois at Urbana-Champaign, Urbana, IL61801 (1995). Also IlliGAL Report No. 95001
    • (1995) Niching Methods for Genetic Algorithms
    • Mahfoud, S.W.1
  • 29
    • 0000251768 scopus 로고    scopus 로고
    • Probabilistic crowding: Deterministic crowding with probabilistic replacement
    • Mengshoel, O.J., Goldberg, D.E.: Probabilistic crowding: deterministic crowding with probabilistic replacement. IlliGAL Report No. 99004 (1999)
    • (1999) IlliGAL Report No. 99004
    • Mengshoel, O.J.1    Goldberg, D.E.2
  • 30
    • 0029711713 scopus 로고    scopus 로고
    • Genetic algorithms with dynamic niche sharing for multimodal function optimization
    • IEEE Press Piscataway. Also IlliGAL Report No. 95010
    • Miller, B.L., Shaw, M.J.: Genetic algorithms with dynamic niche sharing for multimodal function optimization. In: Grefenstette, J.J. (ed.) International Conference on Evolutionary Computation, pp. 786-791. IEEE Press, Piscataway (1996). Also IlliGAL Report No. 95010
    • (1996) International Conference on Evolutionary Computation , pp. 786-791
    • Miller, B.L.1    Shaw, M.J.2    Grefenstette, J.J.3
  • 31
    • 84878579828 scopus 로고    scopus 로고
    • The effect of spin-flip symmetry on the performance of the simple GA
    • Eiben, A.E. et al. (eds.) Proceedings of the Fifth Conference on Parallel Problem Solving from Nature
    • Naudts, B., Naudts, J.: The effect of spin-flip symmetry on the performance of the simple GA. In: Eiben, A.E. et al. (eds.) Proceedings of the Fifth Conference on Parallel Problem Solving from Nature. Lecture Notes in Computer Science, vol. 1498, pp. 67-76 (1998)
    • (1998) Lecture Notes in Computer Science , vol.1498 , pp. 67-76
    • Naudts, B.1    Naudts, J.2
  • 32
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • Parzen, E.: On estimation of a probability density function and mode. Ann. Math. Stat. 33, 1065-1076 (1962)
    • (1962) Ann. Math. Stat. , vol.33 , pp. 1065-1076
    • Parzen, E.1
  • 34
    • 84947913801 scopus 로고    scopus 로고
    • Genetic algorithms, clustering, and the breaking of symmetry
    • Springer Berlin. Also IlliGAL Report No. 2000013
    • Pelikan, M., Goldberg, D.E.: Genetic algorithms, clustering, and the breaking of symmetry. In: Schoenauer, M. et al. (eds.) Proceedings of Parallel Problem Solving from Nature VI, pp. 385-394. Springer, Berlin (2000). Also IlliGAL Report No. 2000013
    • (2000) Proceedings of Parallel Problem Solving from Nature VI , pp. 385-394
    • Pelikan, M.1    Goldberg, D.E.2    Schoenauer, M.3
  • 35
    • 15544385794 scopus 로고    scopus 로고
    • Globally multimodal problem optimization via an estimation of distribution algorithm based on unsupervised learning of Bayesian networks
    • 1
    • Peña, J.M., Lozano, J.A., Larrañaga, P.: Globally multimodal problem optimization via an estimation of distribution algorithm based on unsupervised learning of Bayesian networks. Evol. Comput. 13(1), 43-66 (2005)
    • (2005) Evol. Comput. , vol.13 , pp. 43-66
    • Peña, J.M.1    Lozano, J.A.2    Larrañaga, P.3
  • 37
    • 0032155883 scopus 로고    scopus 로고
    • Fitness sharing and niching methods revisited
    • 3
    • Sareni, B., Krähenbühl, L.: Fitness sharing and niching methods revisited. IEEE Trans. Evol. Comput. 2(3), 97-106 (1998)
    • (1998) IEEE Trans. Evol. Comput. , vol.2 , pp. 97-106
    • Sareni, B.1    Krähenbühl, L.2
  • 40
    • 0036535191 scopus 로고    scopus 로고
    • A multipopulation genetic algorithm aimed at multimodal optimization
    • 4
    • Siarry, P., Pétrowski, A., Bessaou, M.: A multipopulation genetic algorithm aimed at multimodal optimization. Adv. Eng. Softw. 33(4), 207-213 (2002)
    • (2002) Adv. Eng. Softw. , vol.33 , pp. 207-213
    • Siarry, P.1    Pétrowski, A.2    Bessaou, M.3
  • 41
    • 0001842954 scopus 로고
    • A study of reproduction in generational and steady state Genetic Algorithms
    • Morgan Kaufmann San Mateo
    • Syswerda, G.: A study of reproduction in generational and steady state Genetic Algorithms. In: Rawlings, G.J.E. (eds.) Foundations of Genetic Algorithms (FOGA 1), pp. 94-101. Morgan Kaufmann, San Mateo (1991)
    • (1991) Foundations of Genetic Algorithms (FOGA 1) , pp. 94-101
    • Syswerda, G.1    Rawlings, G.J.E.2
  • 42
    • 4344598796 scopus 로고    scopus 로고
    • Multimodal optimization using crowding-based differential evolution
    • June 19-23 IEEE Press
    • Thomsen, R.: Multimodal optimization using crowding-based differential evolution. In: Proceedings of Congress on Evolutionary Computation, 2004 (CEC2004), vol. 2, June 19-23, pp. 1382-1389. IEEE Press (2004)
    • (2004) Proceedings of Congress on Evolutionary Computation, 2004 (CEC2004) , vol.2 , pp. 1382-1389
    • Thomsen, R.1


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