메뉴 건너뛰기




Volumn 5467 LNCS, Issue , 2010, Pages 36-50

Noisy multiobjective optimization on a budget of 250 evaluations

Author keywords

[No Author keywords available]

Indexed keywords

FITNESS LANDSCAPE; GAUSSIAN MEASUREMENTS; ITERATIVE OPTIMIZATION; LOW NOISE; MULTI OBJECTIVE; NOISE LEVELS; NON-PARAMETRIC; OBJECTIVE FUNCTION VALUES; PARETO FRONT; STATISTICAL TESTING; SURROGATE MODELING;

EID: 78650746475     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01020-0_8     Document Type: Conference Paper
Times cited : (26)

References (35)
  • 1
    • 34548563071 scopus 로고    scopus 로고
    • A nonparametric approach to noisy and costly optimization
    • Langley, P. (ed.) Morgan Kaufmann, San Francisco
    • Anderson, B., Moore, A., Cohn, D.: A nonparametric approach to noisy and costly optimization. In: Langley, P. (ed.) Proc. 17th ICML, pp. 17-24. Morgan Kaufmann, San Francisco (2000)
    • (2000) Proc. 17th ICML , pp. 17-24
    • Anderson, B.1    Moore, A.2    Cohn, D.3
  • 2
    • 0033737186 scopus 로고    scopus 로고
    • Evolutionary algorithms in noisy environments: Theoretical issues and guidelines for practice
    • Beyer, H.-G.: Evolutionary algorithms in noisy environments: theoretical issues and guidelines for practice. Computer Methods in Applied Mechanics and Engineering 186(2-4), 239-267 (2000)
    • (2000) Computer Methods in Applied Mechanics and Engineering , vol.186 , Issue.2-4 , pp. 239-267
    • Beyer, H.-G.1
  • 4
    • 4344674904 scopus 로고    scopus 로고
    • Fitness inheritance in multi-objective optimization
    • Morgan Kaufmann, San Francisco
    • Chen, J.-J., Goldberg, D.E., Ho, S.-Y., Sastry, K.: Fitness inheritance in multi-objective optimization. In: Proc. GECCO 2002, pp. 319-326. Morgan Kaufmann, San Francisco (2002)
    • (2002) Proc. GECCO 2002 , pp. 319-326
    • Chen, J.-J.1    Goldberg, D.E.2    Ho, S.-Y.3    Sastry, K.4
  • 5
    • 0005871804 scopus 로고    scopus 로고
    • PESA-II: Region-based selection in evolutionary multiobjective optimization
    • Morgan Kaufmann, San Francisco
    • Corne, D., Jerram, N., Knowles, J., Oates, M.: PESA-II: Region-based selection in evolutionary multiobjective optimization. In: GECCO 2001, pp. 283-290. Morgan Kaufmann, San Francisco (2001)
    • (2001) GECCO 2001 , pp. 283-290
    • Corne, D.1    Jerram, N.2    Knowles, J.3    Oates, M.4
  • 7
    • 0002284602 scopus 로고
    • An Investigation of Niche and Species Formation in Genetic Function Optimization
    • Morgan Kaufmann, San Francisco
    • Deb, K., Goldberg, D.: An Investigation of Niche and Species Formation in Genetic Function Optimization. In: Proc. 3rd International Conference on Genetic Algorithms, pp. 42-50. Morgan Kaufmann, San Francisco (1989)
    • (1989) Proc. 3rd International Conference on Genetic Algorithms , pp. 42-50
    • Deb, K.1    Goldberg, D.2
  • 9
    • 34548499745 scopus 로고    scopus 로고
    • Is fitness inheritance useful for real-world applications?
    • Fonseca, C.M., Fleming, P.J., Zitzler, E., Deb, K., Thiele, L. (eds.) EMO 2003. Springer, Heidelberg
    • Ducheyne, E.I., De Baets, B., De Wulf, R.: Is fitness inheritance useful for real-world applications? In: Fonseca, C.M., Fleming, P.J., Zitzler, E., Deb, K., Thiele, L. (eds.) EMO 2003. LNCS, vol. 2632, pp. 31-42. Springer, Heidelberg (2003)
    • (2003) LNCS , vol.2632 , pp. 31-42
    • Ducheyne, E.I.1    De Baets, B.2    De Wulf, R.3
  • 10
    • 35048853145 scopus 로고    scopus 로고
    • Multi-objective Sensor Planning for Efficient and Accurate Object Reconstruction
    • Raidl, G.R., Cagnoni, S., Branke, J., Corne, D.W., Drechsler, R., Jin, Y., Johnson, C.G., Machado, P., Marchiori, E., Rothlauf, F., Smith, G.D., Squillero, G. (eds.) EvoWorkshops 2004. Springer, Heidelberg
    • Dunn, E., Olague, G.: Multi-objective Sensor Planning for Efficient and Accurate Object Reconstruction. In: Raidl, G.R., Cagnoni, S., Branke, J., Corne, D.W., Drechsler, R., Jin, Y., Johnson, C.G., Machado, P., Marchiori, E., Rothlauf, F., Smith, G.D., Squillero, G. (eds.) EvoWorkshops 2004. LNCS, vol. 3005, pp. 312-321. Springer, Heidelberg (2004)
    • (2004) LNCS , vol.3005 , pp. 312-321
    • Dunn, E.1    Olague, G.2
  • 11
    • 24344492742 scopus 로고    scopus 로고
    • Metamodel Assisted Multiobjective Optimisation Strategies and their Application in Airfoil Design
    • Parmee, I. (ed.) Springer, Heidelberg
    • Emmerich, M., Naujoks, B.: Metamodel Assisted Multiobjective Optimisation Strategies and their Application in Airfoil Design. In: Parmee, I. (ed.) Adaptive Computing in Design and Manufacture VI, pp. 249-260. Springer, Heidelberg (2004)
    • (2004) Adaptive Computing in Design and Manufacture VI , pp. 249-260
    • Emmerich, M.1    Naujoks, B.2
  • 12
    • 0035501875 scopus 로고    scopus 로고
    • Combinatorial searches of inorganic materials using the inkjet printer: Science philosophy and technology
    • Evans, J.R.G., Edirisinghe, M.J., Eames, P.V.C.J.: Combinatorial searches of inorganic materials using the inkjet printer: science philosophy and technology. Journal of the European Ceramic Society 21, 2291-2299 (2001)
    • (2001) Journal of the European Ceramic Society , vol.21 , pp. 2291-2299
    • Evans, J.R.G.1    Edirisinghe, M.J.2    Eames, P.V.C.J.3
  • 13
    • 24344455071 scopus 로고    scopus 로고
    • A hybrid multi-objective evolutionary algorithm using an inverse neural network
    • Gaspar-Cunha, A., Vieira, A.S.: A hybrid multi-objective evolutionary algorithm using an inverse neural network. In: Hybrid Metaheuristics (HM 2004) Workshop at ECAI 2004, pp. 25-30 (2004), http://iridia.ulb.ac.be/~hm2004/ proceedings/
    • (2004) Hybrid Metaheuristics (HM 2004) Workshop at ECAI 2004 , pp. 25-30
    • Gaspar-Cunha, A.1    Vieira, A.S.2
  • 14
    • 20844446093 scopus 로고    scopus 로고
    • Autonomous evolution of dynamic gaits with two quadruped robots
    • DOI 10.1109/TRO.2004.839222
    • Hornby, G.S., Takamura, S., Yamamoto, T., Fujita, M.: Autonomous evolution of dynamic gaits with two quadruped robots. IEEE Transactions on Robots 21(3), 402-410 (2005) (Pubitemid 40858156)
    • (2005) IEEE Transactions on Robotics , vol.21 , Issue.3 , pp. 402-410
    • Hornby, G.S.1    Takamura, S.2    Yamamoto, T.3    Fujita, M.4
  • 15
    • 33644791173 scopus 로고    scopus 로고
    • Global Optimization of Stochastic Black-Box Systems via Sequential Kriging Meta-Models
    • Huang, D., Allen, T.T., Notz, W.I., Zeng, N.: Global Optimization of Stochastic Black-Box Systems via Sequential Kriging Meta-Models. Journal of Global Optimization 34(3), 441-466 (2006)
    • (2006) Journal of Global Optimization , vol.34 , Issue.3 , pp. 441-466
    • Huang, D.1    Allen, T.T.2    Notz, W.I.3    Zeng, N.4
  • 16
    • 35648973708 scopus 로고    scopus 로고
    • Optimisation of combustion chamber for diesel engine using kriging model
    • Jeong, S., Minemura, Y., Obayashi, S.: Optimisation of combustion chamber for diesel engine using kriging model. Journal of Fluid Science and Technology 1(2), 138-146 (2006)
    • (2006) Journal of Fluid Science and Technology , vol.1 , Issue.2 , pp. 138-146
    • Jeong, S.1    Minemura, Y.2    Obayashi, S.3
  • 17
    • 35648976583 scopus 로고    scopus 로고
    • Improvement of nonlinear lateral characteristics of lifting-body type reentry vehicle using optimization algorithm
    • AIAA
    • Jeong, S., Suzuki, K., Obayashi, S., Kirita, M.: Improvement of nonlinear lateral characteristics of lifting-body type reentry vehicle using optimization algorithm. In: Proc. of AIAA Infotech-Aerospace Conference 2007, pp. 1-15. AIAA (2007)
    • (2007) Proc. of AIAA Infotech-Aerospace Conference 2007 , pp. 1-15
    • Jeong, S.1    Suzuki, K.2    Obayashi, S.3    Kirita, M.4
  • 19
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black-box functions
    • Jones, D., Schonlau, M., Welch, W.: Efficient global optimization of expensive black-box functions. Journal of Global Optimization 13, 455-492 (1998)
    • (1998) Journal of Global Optimization , vol.13 , pp. 455-492
    • Jones, D.1    Schonlau, M.2    Welch, W.3
  • 21
    • 24344439319 scopus 로고    scopus 로고
    • Multiobjective Optimization on a Budget of 250 Evaluations
    • Coello Coello, C.A., Hernández Aguirre, A., Zitzler, E. (eds.) EMO 2005. Springer, Heidelberg
    • Knowles, J., Hughes, E.J.: Multiobjective Optimization on a Budget of 250 Evaluations. In: Coello Coello, C.A., Hernández Aguirre, A., Zitzler, E. (eds.) EMO 2005. LNCS, vol. 3410, pp. 176-190. Springer, Heidelberg (2005)
    • (2005) LNCS , vol.3410 , pp. 176-190
    • Knowles, J.1    Hughes, E.J.2
  • 22
    • 31744437433 scopus 로고    scopus 로고
    • ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems
    • Knowles, J.: ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems. IEEE Trans. Evol. Comp. 10(1), 50-66 (2006)
    • (2006) IEEE Trans. Evol. Comp. , vol.10 , Issue.1 , pp. 50-66
    • Knowles, J.1
  • 23
    • 57049172033 scopus 로고    scopus 로고
    • Meta-Modeling in Multiobjective Optimization
    • Branke, D., Deb, K., Miettinen, S., Słowiński, R. (eds.) Multiobjective Optimization: Interactive and Evolutionary Approaches. Springer, Heidelberg
    • Knowles, J., Nakayama, H.: Meta-Modeling in Multiobjective Optimization. In: Branke, D., Deb, K., Miettinen, S., Słowiński, R. (eds.) Multiobjective Optimization: Interactive and Evolutionary Approaches. LNCS, vol. 5252. Springer, Heidelberg (2008)
    • (2008) LNCS , vol.5252
    • Knowles, J.1    Nakayama, H.2
  • 24
    • 84944313970 scopus 로고    scopus 로고
    • Bayesian optimization algorithms for multi-objective optimization
    • Guervós, J.J.M., Adamidis, P.A., Beyer, H.-G., Fernández-Villacañas, J.-L., Schwefel, H.-P. (eds.) PPSN 2002. Springer, Heidelberg
    • Laumanns, M., Ocenasek, J.: Bayesian optimization algorithms for multi-objective optimization. In: Guervós, J.J.M., Adamidis, P.A., Beyer, H.-G., Fernández-Villacañas, J.-L., Schwefel, H.-P. (eds.) PPSN 2002. LNCS, vol. 2439, pp. 298-307. Springer, Heidelberg (2002)
    • (2002) LNCS , vol.2439 , pp. 298-307
    • Laumanns, M.1    Ocenasek, J.2
  • 27
    • 48949120911 scopus 로고    scopus 로고
    • Multi-objective Model Predictive Optimization using Computational Intelligence
    • Springer, Heidelberg
    • Nakayama, H., Yun, Y.:Multi-objective Model Predictive Optimization using Computational Intelligence. In: Artificial Intelligence in Theory and Practice II, pp. 319-328. Springer, Heidelberg (2008)
    • (2008) Artificial Intelligence in Theory and Practice II , pp. 319-328
    • Nakayama, H.1    Yun, Y.2
  • 28
    • 33846233853 scopus 로고    scopus 로고
    • Closed-loop, multiobjective optimization of two-dimensional gas chromatography/ mass spectrometry for serum metabolomics
    • O'Hagan, S., Dunn, W., Knowles, J., Broadhurst, D., Williams, R., Ashworth, J., Cameron, M., Kell, D.: Closed-loop, multiobjective optimization of two-dimensional gas chromatography/ mass spectrometry for serum metabolomics. Analytical Chemistry 79(2), 464-476 (2007)
    • (2007) Analytical Chemistry , vol.79 , Issue.2 , pp. 464-476
    • O'Hagan, S.1    Dunn, W.2    Knowles, J.3    Broadhurst, D.4    Williams, R.5    Ashworth, J.6    Cameron, M.7    Kell, D.8
  • 30
    • 4344669754 scopus 로고    scopus 로고
    • Surrogate-assisted evolutionary optimization frameworks for high-fidelity engineering design problems
    • Jin, Y. (ed.) Springer, Heidelberg
    • Ong, Y.S., Nair, P.B., Keane, A.J., Zhou, Z.Z.: Surrogate-assisted evolutionary optimization frameworks for high-fidelity engineering design problems. In: Jin, Y. (ed.) Knowledge Incorporation in Evolutionary Computation. Springer, Heidelberg (2004)
    • (2004) Knowledge Incorporation in Evolutionary Computation
    • Ong, Y.S.1    Nair, P.B.2    Keane, A.J.3    Zhou, Z.Z.4
  • 32
    • 84972517827 scopus 로고
    • Design and analysis of computer experiments (with discussion)
    • Sacks, J., Welch, W., Mitchell, T., Wynn, H.: Design and analysis of computer experiments (with discussion). Statistical Science 4, 409-435 (1989)
    • (1989) Statistical Science , vol.4 , pp. 409-435
    • Sacks, J.1    Welch, W.2    Mitchell, T.3    Wynn, H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.