메뉴 건너뛰기




Volumn 26, Issue 3, 2014, Pages 484-499

Regression models augmented with direct stochastic gradient estimators

Author keywords

Perturbation analysis; Regression; Response surface methodology; Stochastic gradient estimation; Stochastic simulation

Indexed keywords

MAXIMUM LIKELIHOOD ESTIMATION; MONTE CARLO METHODS; PERTURBATION TECHNIQUES; QUEUEING THEORY; REGRESSION ANALYSIS; STOCHASTIC SYSTEMS;

EID: 84905252869     PISSN: 10919856     EISSN: 15265528     Source Type: Journal    
DOI: 10.1287/ijoc.2013.0579     Document Type: Article
Times cited : (12)

References (24)
  • 1
    • 77951184800 scopus 로고    scopus 로고
    • Stochastic kriging for simulation metamodeling
    • Ankenman B, Nelson BL, Staum J. (2010) Stochastic kriging for simulation metamodeling. Oper. Res. 58(2):371-382.
    • (2010) Oper. Res. , vol.58 , Issue.2 , pp. 371-382
    • Ankenman, B.1    Nelson, B.L.2    Staum, J.3
  • 6
    • 84877868311 scopus 로고    scopus 로고
    • Enhancing stochastic kriging metamodels with gradient estimators
    • Chen X, Ankenman BE, Nelson B.L. (2013) Enhancing stochastic kriging metamodels with gradient estimators. Oper. Res. 61(2):512-528.
    • (2013) Oper. Res. , vol.61 , Issue.2 , pp. 512-528
    • Chen, X.1    Ankenman, B.E.2    Nelson, B.L.3
  • 7
    • 0025417457 scopus 로고
    • Convergence of a stochastic approximation algorithm for the GI/G/1 queue using infinitesimal perturbation analysis
    • Fu MC (1990) Convergence of a stochastic approximation algorithm for the GI/G/1 queue using infinitesimal perturbation analysis. J. Optim. Theory Appl. 65(1):149-160.
    • (1990) J. Optim. Theory Appl. , vol.65 , Issue.1 , pp. 149-160
    • Fu, M.C.1
  • 9
    • 56849096061 scopus 로고    scopus 로고
    • What you should know about simulation and derivatives
    • Fu MC (2008) What you should know about simulation and derivatives. Naval Res. Logist. 55(8):723-736.
    • (2008) Naval Res. Logist. , vol.55 , Issue.8 , pp. 723-736
    • Fu, M.C.1
  • 13
    • 0343653510 scopus 로고
    • Optimizing discrete event dynamic systems via the gradient surface method
    • Ho YC, Shi L, Dai L., Gong W-B (1992) Optimizing discrete event dynamic systems via the gradient surface method. Discrete Event Dynamic Systems 2(2):99-120.
    • (1992) Discrete Event Dynamic Systems , vol.2 , Issue.2 , pp. 99-120
    • Ho, Y.C.1    Shi, L.2    Dai, L.3    Gong, W.-B.4
  • 15
    • 0002337285 scopus 로고    scopus 로고
    • A methodology for the fitting and validation of metamodels in simulation
    • Kleijnen JPC, Sargent R.G. (2000) A methodology for the fitting and validation of metamodels in simulation. Eur. J. Oper. Res. 120(1):14-29.
    • (2000) Eur. J. Oper. Res. , vol.120 , Issue.1 , pp. 14-29
    • Kleijnen, J.P.C.1    Sargent, R.G.2
  • 17
    • 0000391011 scopus 로고
    • Stochastic optimization by simulation: Numerical experiments with the M/M/1 queue in steady-state
    • L'Ecuyer P., Giroux N, Glynn P.W. (1994) Stochastic optimization by simulation: Numerical experiments with the M/M/1 queue in steady-state. Management Sci. 40(10):1245-1261.
    • (1994) Management Sci. , vol.40 , Issue.10 , pp. 1245-1261
    • L'Ecuyer, P.1    Giroux, N.2    Glynn, P.W.3
  • 18
    • 0000923281 scopus 로고
    • Bayesian design and analysis of computer experiments: Use of derivatives in surface prediction
    • Morris MD, Mitchell TJ, Ylvisaker D. (1993) Bayesian design and analysis of computer experiments: Use of derivatives in surface prediction. Technometrics 35(3):243-255.
    • (1993) Technometrics , vol.35 , Issue.3 , pp. 243-255
    • Morris, M.D.1    Mitchell, T.J.2    Ylvisaker, D.3
  • 19
    • 84874719562 scopus 로고    scopus 로고
    • On direct gradient enhanced simulation metamodels
    • (Institute of Electrical and Electronics Engineers, Inc., Piscataway NJ)
    • Qu H, Fu M.C. (2012) On direct gradient enhanced simulation metamodels. Proc. 2012 Winter Simulation Conf. (Institute of Electrical and Electronics Engineers, Inc., Piscataway NJ).
    • (2012) Proc. 2012 Winter Simulation Conf.
    • Qu, H.1    Fu, M.C.2
  • 22
    • 0023861174 scopus 로고
    • Perturbation analysis gives strongly consistent sensitivity estimates for the M/G/1 queue
    • Suri R, Zazanis M.A. (1988) Perturbation analysis gives strongly consistent sensitivity estimates for the M/G/1 queue. Management Sci. 34(1):39-64.
    • (1988) Management Sci. , vol.34 , Issue.1 , pp. 39-64
    • Suri, R.1    Zazanis, M.A.2
  • 24
    • 78249285379 scopus 로고    scopus 로고
    • A new approach to optimal design for linear models with correlated observations
    • Zhigljavsky A, Dette H, Pepelyshev A. (2010) A new approach to optimal design for linear models with correlated observations. J. Amer. Statist. Assoc. 105(491):1093-1103.
    • (2010) J. Amer. Statist. Assoc. , vol.105 , Issue.491 , pp. 1093-1103
    • Zhigljavsky, A.1    Dette, H.2    Pepelyshev, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.