메뉴 건너뛰기




Volumn , Issue , 2011, Pages 2147-2154

Hypervolume-based expected improvement: Monotonicity properties and exact computation

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN MODEL; EXACT COMPUTATIONS; EXPECTED IMPROVEMENTS; HYPERVOLUME; MATHEMATICAL PROPERTIES; MONOTONICITY PROPERTY; MULTI OBJECTIVE; NUMERICAL EXAMPLE; PARETO FRONT; PREDICTIVE DISTRIBUTIONS;

EID: 80051985123     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2011.5949880     Document Type: Conference Paper
Times cited : (214)

References (24)
  • 3
    • 77955916658 scopus 로고    scopus 로고
    • HypE: An algorithm for fast hypervolume-based many-objective optimization
    • print
    • Bader, J. and Zitzler, E. (2010), 'HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization', Evolutionary Computation (in print), 1-32.
    • (2010) Evolutionary Computation , pp. 1-32
    • Bader, J.1    Zitzler, E.2
  • 4
    • 0012933542 scopus 로고    scopus 로고
    • SGO: A statistical method for global optimization
    • V. Hampton, editor, SIAM, Philadelphia, PA
    • Cox, D. D. and John S., SGO: a statistical method for global optimization. In V. Hampton, editor, Multidisciplinary design optimization, Volume 2, pages 315329. SIAM, Philadelphia, PA, 1997.
    • (1997) Multidisciplinary Design Optimization , vol.2 , pp. 315329
    • Cox, D.D.1    John, S.2
  • 5
    • 0002589996 scopus 로고    scopus 로고
    • Metamodelling techniques for evolutionary optimisation of computationally expensive problems: Promises and limitations
    • Orlando, Morgan Kaufman, 1999
    • M. A El-Beltagy and P. B. Nair and A. J. Keane, Metamodelling Techniques for Evolutionary Optimisation of Computationally Expensive Problems: Promises and Limitations, Proc. of GECCO, Int'l Conf. on Genetic and Evolutionary Computation, Orlando 1999, pages 196-203, Morgan Kaufman, 1999
    • (1999) Proc. of GECCO, Int'l Conf. on Genetic and Evolutionary Computation , pp. 196-203
    • El-Beltagy, M.A.1    Nair, P.B.2    Keane, A.J.3
  • 6
    • 33747424045 scopus 로고    scopus 로고
    • Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels
    • DOI 10.1109/TEVC.2005.859463
    • Emmerich, M.; Giannakoglou, K. and Naujoks, B. (2006), 'Single-and multi-objective evolutionary optimization assisted by Gaussian random field metamodels', IEEE Trans. Evol. Comput. 10(4), 421-439. (Pubitemid 44251376)
    • (2006) IEEE Transactions on Evolutionary Computation , vol.10 , Issue.4 , pp. 421-439
    • Emmerich, M.T.M.1    Giannakoglou, K.C.2    Naujoks, B.3
  • 8
    • 24344492742 scopus 로고    scopus 로고
    • Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design
    • I. Parmee, ed., Bristol, UK, April 2004, Springer
    • Emmerich, M. and Naujoks, B. (2004), Metamodel-assisted multiobjective optimisation strategies and their application in airfoil design., in I. Parmee, ed., 'Proc of. Fifth Int'l. Conf. on Adaptive Design and Manufacture (ACDM), Bristol, UK, April 2004, Springer, pp. 249-260.
    • (2004) 'Proc Of. Fifth Int'l. Conf. on Adaptive Design and Manufacture (ACDM) , pp. 249-260
    • Emmerich, M.1    Naujoks, B.2
  • 9
    • 34248143032 scopus 로고    scopus 로고
    • Covariance matrix adaptation for multi-objective optimization
    • Igel, C.; Hansen, N. and Roth, S. (2007), 'Covariance Matrix Adaptation for Multi-objective Optimization', Evol. Comput. 15(1), 1-28.
    • (2007) Evol. Comput , vol.15 , Issue.1 , pp. 1-28
    • Igel, C.1    Hansen, N.2    Roth, S.3
  • 10
    • 21144433756 scopus 로고    scopus 로고
    • A comprehensive survey of fitness approximation in evolutionary computation
    • DOI 10.1007/s00500-003-0328-5
    • Jin, Y. (2005), 'A comprehensive survey of fitness approximation in evolutionary computation', Soft Computing Journal 9(1), 3-12. (Pubitemid 40097880)
    • (2005) SOFT COMPUTING , vol.9 , Issue.1 , pp. 3-12
    • Jin, Y.1
  • 11
    • 27144533210 scopus 로고    scopus 로고
    • Efficient Global Optimization (EGO) for multi-objective problem and data mining
    • 2005 IEEE Congress on Evolutionary Computation, IEEE CEC 2005. Proceedings
    • Jeong, S. and Obayashi, S. (2005), Efficient global optimization (EGO) for multi-objective problem and data mining, in D. Corne and others, ed., 'Proc. CEC', IEEE, pp. 2138-2145. (Pubitemid 41496114)
    • (2005) 2005 IEEE Congress on Evolutionary Computation, IEEE CEC 2005. Proceedings , vol.3 , pp. 2138-2145
    • Jeong, S.1    Obayashi, S.2
  • 12
    • 0000561424 scopus 로고    scopus 로고
    • Efficient Global Optimization of Expensive Black-Box Functions
    • Jones, D., Schonlau, M., Welch, W., (1998) Efficient Global Optimization of Expensive Black-Box Functions, Journal of Global Optimization, Vol. 13, 455-492. (Pubitemid 128507405)
    • (1998) Journal of Global Optimization , vol.13 , Issue.4 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 13
    • 0000561424 scopus 로고    scopus 로고
    • Efficient Global Optimization of Expensive Black-Box Functions
    • Jones, D. R.; Schonlau, M. and Welch, W. J. (1998), 'Efficient Global Optimization of Expensive Black-Box Functions', J. Glob. Optim. 13(4), 455-492. (Pubitemid 128507405)
    • (1998) Journal of Global Optimization , vol.13 , Issue.4 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 15
    • 33646437256 scopus 로고    scopus 로고
    • Statistical improvement criteria for use in multiobjective design optimization
    • Keane, A. J. (2006), 'Statistical Improvement Criteria for Use in Multiobjective Design Optimization', AIAA J. 44(4), 879-891.
    • (2006) AIAA J , vol.44 , Issue.4 , pp. 879-891
    • Keane, A.J.1
  • 16
  • 17
    • 31744437433 scopus 로고    scopus 로고
    • ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems
    • DOI 10.1109/TEVC.2005.851274
    • Knowles, J. (2006), 'ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems', IEEE Trans. Evol. Comput. 10(1), 50-66. (Pubitemid 43174985)
    • (2006) IEEE Transactions on Evolutionary Computation , vol.10 , Issue.1 , pp. 50-66
    • Knowles, J.1
  • 18
    • 0342813049 scopus 로고
    • The application of Bayesian methods for seeking the extremum
    • L. C. W. Dixon and G. P. Szego, ed., North-Holland
    • Mockus, J.; Tiesis, V. and Zilinskas, A. (1978), The application of Bayesian methods for seeking the extremum, in L. C. W. Dixon and G. P. Szego, ed., 'Towards Global Optimization', North-Holland, pp. 117-129.
    • (1978) Towards Global Optimization , pp. 117-129
    • Mockus, J.1    Tiesis, V.2    Zilinskas, A.3
  • 19
    • 56449092633 scopus 로고    scopus 로고
    • Multiobjective optimization on a limited budget of evaluations using model-assisted S-metric selection
    • Springer-Verlag, Berlin, Heidelberg
    • Ponweiser, W.; Wagner, T.; Biermann, D. and Vincze, M. (2008), Multiobjective Optimization on a Limited Budget of Evaluations Using Model-Assisted S-Metric Selection, in 'Proc. PPSN X', Springer-Verlag, Berlin, Heidelberg, pp. 784-794.
    • (2008) Proc. PPSN X , pp. 784-794
    • Ponweiser, W.1    Wagner, T.2    Biermann, D.3    Vincze, M.4
  • 20
    • 55749088599 scopus 로고    scopus 로고
    • Clustered multiple generalized expected improvement: A novel infill sampling criterion for surrogate models
    • Z. Michalewicz and others, ed.
    • Ponweiser, W.; Wagner, T. and Vincze, M. (2008), Clustered Multiple Generalized Expected Improvement: A Novel Infill Sampling Criterion for Surrogate Models, in Z. Michalewicz and others, ed., 'Proc. CEC', IEEE, pp. 3514-3521.
    • (2008) 'Proc. CEC', IEEE , pp. 3514-3521
    • Ponweiser, W.1    Wagner, T.2    Vincze, M.3
  • 21
    • 72749118018 scopus 로고    scopus 로고
    • The application of evolutionary multi-criteria optimization to dynamic molecular alignment
    • Singapore; IEEE Press
    • Ofer M. Shir, Michael Emmerich, Thomas Bäck and Marc J. J. Vrakking. The Application of Evolutionary Multi-Criteria Optimization to Dynamic Molecular Alignment. Proceedings of IEEE-CEC 2007, Singapore; IEEE Press.
    • (2007) Proceedings of IEEE-CEC
    • Shir, O.M.1    Emmerich, M.2    Bäck, T.3    Vrakking, M.J.J.4
  • 22
    • 78149266813 scopus 로고    scopus 로고
    • On expected-improvement criteria for model-based multi-objective optimization
    • Springer-Verlag, Berlin, Heidelberg
    • Wagner, T.; Emmerich, M.; Deutz, A. and Ponweiser, W. (2010), On expected-improvement criteria for model-based multi-objective optimization, in 'Proc. of PPSN XI Vol. 1', Springer-Verlag, Berlin, Heidelberg, pp. 718-727.
    • (2010) Proc. of PPSN XI vol. 1 , pp. 718-727
    • Wagner, T.1    Emmerich, M.2    Deutz, A.3    Ponweiser, W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.