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Volumn 7492 LNCS, Issue PART 2, 2012, Pages 132-142

Recombination of similar parents in SMS-EMOA on many-objective 0/1 knapsack problems

Author keywords

evolutionary manyobjective optimization; Evolutionary multiobjective optimization; knapsack problems; mating schemes; SMS EMOA

Indexed keywords

0/1 KNAPSACK PROBLEMS; COMPUTATIONAL EXPERIMENT; EVOLUTIONARY MULTIOBJECTIVE OPTIMIZATION; HYPERVOLUME; INDICATOR FUNCTIONS; KNAPSACK PROBLEMS; MATING SCHEMES; MULTI-OBJECTIVE PROBLEM; NSGA-II; OBJECTIVE SPACE; QUALITY OF SOLUTION; SMS-EMOA;

EID: 84866407331     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-32964-7_14     Document Type: Conference Paper
Times cited : (9)

References (37)
  • 1
    • 79953276040 scopus 로고    scopus 로고
    • Diversity Management in Evolutionary Many-Objective Optimization
    • Adra, S.F., Fleming, P.J.: Diversity Management in Evolutionary Many-Objective Optimization. IEEE Trans. on Evolutionary Computation 15, 183-195 (2011)
    • (2011) IEEE Trans. on Evolutionary Computation , vol.15 , pp. 183-195
    • Adra, S.F.1    Fleming, P.J.2
  • 2
    • 70349104508 scopus 로고    scopus 로고
    • Theory of the Hypervolume Indicator: Optimal μ-Distributions and the Choice of the Reference Point
    • Auger, A., Bader, J., Brockhoff, D., Zitzler, E.: Theory of the Hypervolume Indicator: Optimal μ-Distributions and the Choice of the Reference Point. In: Proc. of FOGA 2009, pp. 87-102 (2009)
    • (2009) Proc. of FOGA 2009 , pp. 87-102
    • Auger, A.1    Bader, J.2    Brockhoff, D.3    Zitzler, E.4
  • 3
    • 79951564654 scopus 로고    scopus 로고
    • HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization
    • Bader, J., Zitzler, E.: HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization. Evolutionary Computation 19, 45-76 (2011)
    • (2011) Evolutionary Computation , vol.19 , pp. 45-76
    • Bader, J.1    Zitzler, E.2
  • 4
    • 33947669974 scopus 로고    scopus 로고
    • SMS-EMOA: Multiobjective Selection based on Dominated Hypervolume
    • Beume, N., Naujoks, B., Emmerich, M.: SMS-EMOA: Multiobjective Selection based on Dominated Hypervolume. European J. of Operational Research 181, 1653-1669 (2007)
    • (2007) European J. of Operational Research , vol.181 , pp. 1653-1669
    • Beume, N.1    Naujoks, B.2    Emmerich, M.3
  • 8
    • 84958962366 scopus 로고    scopus 로고
    • On the Performance Assessment and Comparison of Stochastic Multiobjective Optimizers
    • Ebeling, W., Rechenberg, I., Voigt, H.-M., Schwefel, H.-P. (eds.) PPSN IV. Springer, Heidelberg
    • Fonseca, C.M., Fleming, P.J.: On the Performance Assessment and Comparison of Stochastic Multiobjective Optimizers. In: Ebeling, W., Rechenberg, I., Voigt, H.-M., Schwefel, H.-P. (eds.) PPSN IV. LNCS, vol. 1141, pp. 584-593. Springer, Heidelberg (1996)
    • (1996) LNCS , vol.1141 , pp. 584-593
    • Fonseca, C.M.1    Fleming, P.J.2
  • 10
    • 27144473875 scopus 로고    scopus 로고
    • Evolutionary Many-Objective Optimization: Many Once or One Many?
    • Hughes, E.J.: Evolutionary Many-Objective Optimization: Many Once or One Many? In: Proc. of CEC 2005, pp. 222-227 (2005)
    • (2005) Proc. of CEC 2005 , pp. 222-227
    • Hughes, E.J.1
  • 11
    • 79955353433 scopus 로고    scopus 로고
    • MSOPS-II: A General-Purpose Many-Objective Optimizer
    • Hughes, E.J.: MSOPS-II: A General-Purpose Many-Objective Optimizer. In: Proc. of CEC 2007, pp. 3944-3951 (2007)
    • (2007) Proc. of CEC 2007 , pp. 3944-3951
    • Hughes, E.J.1
  • 12
    • 80051998330 scopus 로고    scopus 로고
    • Behavior of EMO Algorithms on Many-Objective Optimization Problems with Correlated Objectives
    • Ishibuchi, H., Akedo, N., Ohyanagi, H., Nojima, Y.: Behavior of EMO Algorithms on Many-Objective Optimization Problems with Correlated Objectives. In: Proc. of CEC 2011, pp. 1465-1472 (2011)
    • (2011) Proc. of CEC 2011 , pp. 1465-1472
    • Ishibuchi, H.1    Akedo, N.2    Ohyanagi, H.3    Nojima, Y.4
  • 13
    • 0032141635 scopus 로고    scopus 로고
    • A Multi-Objective Genetic Local Search Algorithm and Its Application to Flowshop Scheduling
    • Ishibuchi, H., Murata, T.: A Multi-Objective Genetic Local Search Algorithm and Its Application to Flowshop Scheduling. IEEE Trans. on SMC - Part C 28, 392-403 (1998)
    • (1998) IEEE Trans. on SMC - Part C , vol.28 , pp. 392-403
    • Ishibuchi, H.1    Murata, T.2
  • 14
    • 37449006917 scopus 로고    scopus 로고
    • An Empirical Study on Similarity-Based Mating for Evolutionary Multiobjective Combinatorial Optimization
    • Ishibuchi, H., Narukawa, K., Tsukamoto, N., Nojima, Y.: An Empirical Study on Similarity-Based Mating for Evolutionary Multiobjective Combinatorial Optimization. European J. of Operational Research 188, 57-75 (2008)
    • (2008) European J. of Operational Research , vol.188 , pp. 57-75
    • Ishibuchi, H.1    Narukawa, K.2    Tsukamoto, N.3    Nojima, Y.4
  • 15
  • 16
    • 57349173986 scopus 로고    scopus 로고
    • Effectiveness of Scalability Improvement Attempts on the Performance of NSGA-II for Many-Objective Problems
    • Ishibuchi, H., Tsukamoto, N., Hitotsuyanagi, Y., Nojima, Y.: Effectiveness of Scalability Improvement Attempts on the Performance of NSGA-II for Many-Objective Problems. In: Proc. of GECCO 2008, pp. 649-656 (2008)
    • (2008) Proc. of GECCO 2008 , pp. 649-656
    • Ishibuchi, H.1    Tsukamoto, N.2    Hitotsuyanagi, Y.3    Nojima, Y.4
  • 17
    • 55749105514 scopus 로고    scopus 로고
    • Evolutionary Many-Objective Optimization: A Short Review
    • Ishibuchi, H., Tsukamoto, N., Nojima, Y.: Evolutionary Many-Objective Optimization: A Short Review. In: Proc. of CEC 2008, pp. 2424-2431 (2008)
    • (2008) Proc. of CEC 2008 , pp. 2424-2431
    • Ishibuchi, H.1    Tsukamoto, N.2    Nojima, Y.3
  • 18
    • 78649856364 scopus 로고    scopus 로고
    • Diversity Improvement by Non-Geometric Binary Crossover in Evolutionary Multiobjective Optimization
    • Ishibuchi, H., Tsukamoto, N., Nojima, Y.: Diversity Improvement by Non-Geometric Binary Crossover in Evolutionary Multiobjective Optimization. IEEE Trans. on Evolutionary Computation 14, 985-998 (2010)
    • (2010) IEEE Trans. on Evolutionary Computation , vol.14 , pp. 985-998
    • Ishibuchi, H.1    Tsukamoto, N.2    Nojima, Y.3
  • 19
    • 2642512286 scopus 로고    scopus 로고
    • On the Computational Efficiency of Multiple Objective Metaheuristics: The Knapsack Problem Case Study
    • Jaszkiewicz, A.: On the Computational Efficiency of Multiple Objective Metaheuristics: The Knapsack Problem Case Study. European J. of Operational Research 158, 418-433 (2004)
    • (2004) European J. of Operational Research , vol.158 , pp. 418-433
    • Jaszkiewicz, A.1
  • 20
    • 35248887077 scopus 로고    scopus 로고
    • Performance Scaling of Multi-objective Evolutionary Algorithms
    • Fonseca, C.M., Fleming, P.J., Zitzler, E., Deb, K., Thiele, L. (eds.) EMO 2003. Springer, Heidelberg
    • Khare, V.R., Yao, X., Deb, K.: Performance Scaling of Multi-objective Evolutionary Algorithms. In: Fonseca, C.M., Fleming, P.J., Zitzler, E., Deb, K., Thiele, L. (eds.) EMO 2003. LNCS, vol. 2632, pp. 376-390. Springer, Heidelberg (2003)
    • (2003) LNCS , vol.2632 , pp. 376-390
    • Khare, V.R.1    Yao, X.2    Deb, K.3
  • 21
    • 0034199912 scopus 로고    scopus 로고
    • Approximating the Nondominated Front using the Pareto Archived Evolution Strategy
    • Knowles, J.D., Corne, D.W.: Approximating the Nondominated Front using the Pareto Archived Evolution Strategy. Evolutionary Computation 8, 149-172 (1999)
    • (1999) Evolutionary Computation , vol.8 , pp. 149-172
    • Knowles, J.D.1    Corne, D.W.2
  • 22
    • 67349108023 scopus 로고    scopus 로고
    • Multiobjective Optimization Problems with Complicated Pareto Sets, MOEA/D and NSGA-II
    • Li, H., Zhang, Q.: Multiobjective Optimization Problems with Complicated Pareto Sets, MOEA/D and NSGA-II. IEEE Trans. on Evolutionary Computation 13, 284-302 (2009)
    • (2009) IEEE Trans. on Evolutionary Computation , vol.13 , pp. 284-302
    • Li, H.1    Zhang, Q.2
  • 24
    • 37349055181 scopus 로고    scopus 로고
    • Controlling Dominance Area of Solutions and Its Impact on the Performance of MOEAs
    • Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. Springer, Heidelberg
    • Sato, H., Aguirre, H.E., Tanaka, K.: Controlling Dominance Area of Solutions and Its Impact on the Performance of MOEAs. In: Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. LNCS, vol. 4403, pp. 5-20. Springer, Heidelberg (2007)
    • (2007) LNCS , vol.4403 , pp. 5-20
    • Sato, H.1    Aguirre, H.E.2    Tanaka, K.3
  • 25
    • 33947668977 scopus 로고    scopus 로고
    • Local Dominance and Local Recombination in MOEAs on 0/1 Multiobjective Knapsack Problems
    • Sato, H., Aguirre, H.E., Tanaka, K.: Local Dominance and Local Recombination in MOEAs on 0/1 Multiobjective Knapsack Problems. European J. of Operational Research 181, 1708-1723 (2007)
    • (2007) European J. of Operational Research , vol.181 , pp. 1708-1723
    • Sato, H.1    Aguirre, H.E.2    Tanaka, K.3
  • 26
    • 79953809057 scopus 로고    scopus 로고
    • On the Influence of the Number of Objectives on the Hardness of a Multiobjective Optimization Problem
    • Schütze, O., Lara, A., Coello Coello, C.A.: On the Influence of the Number of Objectives on the Hardness of a Multiobjective Optimization Problem. IEEE Trans. on Evolutionary Computation 15, 444-455 (2011)
    • (2011) IEEE Trans. on Evolutionary Computation , vol.15 , pp. 444-455
    • Schütze, O.1    Lara, A.2    Coello Coello, C.A.3
  • 27
    • 79961027662 scopus 로고    scopus 로고
    • A Pareto Corner Search Evolutionary Algorithm and Dimensionality Reduction in Many-Objective Optimization Problems
    • Singh, H.K., Isaacs, A., Ray, T.: A Pareto Corner Search Evolutionary Algorithm and Dimensionality Reduction in Many-Objective Optimization Problems. IEEE Trans. on Evolutionary Computation 15, 539-556 (2011)
    • (2011) IEEE Trans. on Evolutionary Computation , vol.15 , pp. 539-556
    • Singh, H.K.1    Isaacs, A.2    Ray, T.3
  • 29
    • 37248999403 scopus 로고    scopus 로고
    • Pareto-, Aggregation-, and Indicator-Based Methods in Many-Objective Optimization
    • Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. Springer, Heidelberg
    • Wagner, T., Beume, N., Naujoks, B.: Pareto-, Aggregation-, and Indicator-Based Methods in Many-Objective Optimization. In: Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. LNCS, vol. 4403, pp. 742-756. Springer, Heidelberg (2007)
    • (2007) LNCS , vol.4403 , pp. 742-756
    • Wagner, T.1    Beume, N.2    Naujoks, B.3
  • 31
    • 34548108555 scopus 로고    scopus 로고
    • MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition
    • Zhang, Q., Li, H.: MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition. IEEE Trans. on Evolutionary Computation 11, 712-731 (2007)
    • (2007) IEEE Trans. on Evolutionary Computation , vol.11 , pp. 712-731
    • Zhang, Q.1    Li, H.2
  • 32
    • 37249040048 scopus 로고    scopus 로고
    • The Hypervolume Indicator Revisited: On the Design of Pareto-compliant Indicators Via Weighted Integration
    • Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. Springer, Heidelberg
    • Zitzler, E., Brockhoff, D., Thiele, L.: The Hypervolume Indicator Revisited: On the Design of Pareto-compliant Indicators Via Weighted Integration. In: Obayashi, S., Deb, K., Poloni, C., Hiroyasu, T., Murata, T. (eds.) EMO 2007. LNCS, vol. 4403, pp. 862-876. Springer, Heidelberg (2007)
    • (2007) LNCS , vol.4403 , pp. 862-876
    • Zitzler, E.1    Brockhoff, D.2    Thiele, L.3
  • 33
    • 35048846146 scopus 로고    scopus 로고
    • Indicator-Based Selection in Multiobjective Search
    • Yao, X., Burke, E.K., Lozano, J.A., Smith, J., Merelo-Guervós, J.J., Bullinaria, J.A., Rowe, J.E., Tiňo, P., Kabán, A., Schwefel, H.-P. (eds.) PPSN VIII. Springer, Heidelberg
    • Zitzler, E., Künzli, S.: Indicator-Based Selection in Multiobjective Search. In: Yao, X., Burke, E.K., Lozano, J.A., Smith, J., Merelo- Guervós, J.J., Bullinaria, J.A., Rowe, J.E., Tiňo, P., Kabán, A., Schwefel, H.-P. (eds.) PPSN VIII. LNCS, vol. 3242, pp. 832-842. Springer, Heidelberg (2004)
    • (2004) LNCS , vol.3242 , pp. 832-842
    • Zitzler, E.1    Künzli, S.2
  • 35
    • 0033318858 scopus 로고    scopus 로고
    • Multiobjective Evolutionary Algorithms: A Comparative Case Study and the Strength Pareto Approach
    • Zitzler, E., Thiele, L.: Multiobjective Evolutionary Algorithms: A Comparative Case Study and the Strength Pareto Approach. IEEE Trans. on Evolutionary Computation 3, 257-271 (1999)
    • (1999) IEEE Trans. on Evolutionary Computation , vol.3 , pp. 257-271
    • Zitzler, E.1    Thiele, L.2
  • 37
    • 52349093854 scopus 로고    scopus 로고
    • A New Evolutionary Algorithm for Solving Many-Objective Optimization Problems
    • Zou, X., Chen, Y., Liu, M., Kang, L.: A New Evolutionary Algorithm for Solving Many-Objective Optimization Problems. IEEE Trans. on SMC - Part B 38, 1402-1412 (2008)
    • (2008) IEEE Trans. on SMC - Part B , vol.38 , pp. 1402-1412
    • Zou, X.1    Chen, Y.2    Liu, M.3    Kang, L.4


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