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Original Articles

Sequential tuning of complex computer models

Pages 393-404 | Received 29 Jan 2013, Accepted 08 Jul 2013, Published online: 07 Aug 2013

References

  • Berk, RA, Bickel, P, Campbell, K, Fovell, R, McNulty, SK, Kelly, E, Linn, R, Park, B, Perelson, A, Rouphail, N, Sacks, J, Schoenberg, F. Workshop on statistical approaches for the evaluation of complex computer models. Stat Sci. 2002;17(2):173–192. doi: 10.1214/ss/1030550860
  • Fang, KT, Li, R, Sudjianto, A. Design and modeling for computer experiments. London: Chapman & Hall/CRC; 2005.
  • Forrester, A, Sobester, A, Keane, A. Engineering design via surrogate modeling: a practical guide. Chichester: Wiley; 2008.
  • Sacks, J, Welch, WJ, Mitchell, TJ, Wynn, HP. Design and analysis of computer experiments. Stat Sci. 1989;4(4):409–423. doi: 10.1214/ss/1177012413
  • Santner, TJ, Williams, BJ, Notz, WI. The design and analysis of computer experiments. New York: Springer-Verlag; 2003.
  • Currin, C, Mitchell, T, Morris, M, Ylvisaker, D. Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments. J Am Stat Assoc. 1991;86(416):953–963. doi: 10.1080/01621459.1991.10475138
  • Cox, DD, Park, JS, Singer, CE. A statistical method for tuning a computer code to a data base. Comput Stat Data Anal. 2001;37(1):77–92. doi: 10.1016/S0167-9473(00)00057-8
  • Loeppky, JL, Bingham, D, Welch, WJ. Computer model calibration or tuning in practice. Tech. rep., University of British Columbia; 2006.
  • Han, G, Santner, TJ, Rawlinson, JJ. Simultaneous determination of tuning and calibration parameters for computer experiments. Technometrics. 2009;51(4):464–474. doi: 10.1198/TECH.2009.08126
  • Campbell, K. Statistical calibration of computer simulations. Reliab Eng Syst Saf. 2006;911358–1363. doi: 10.1016/j.ress.2005.11.032
  • Higdon, D, Kennedy, M, Cavendish, JC, Cafeo, JA, Ryne, RD. Combining field data and computer simulations for calibration and prediction. SIAM J Sci Comput. 2004;26(2):448–466. doi: 10.1137/S1064827503426693
  • Higdon, D, Gattiker, J, Williams, B, Rightley, M. Computer model calibration using high-dimensional output. J Am Stat Assoc. 2008;103(482):570–583. doi: 10.1198/016214507000000888
  • Kennedy, MC, O'Hagan, A. Bayesian calibration of computer models. J R Stat Soc, Ser B. 2001;63(3):425–464. doi: 10.1111/1467-9868.00294
  • Williams, BJ, Santner, TJ, Notz, WI. Sequential design of computer experiments to minimize integrated response functions. Statist Sinica. 2000;101133–1152.
  • Sahama, TR, Diamond, NT. Sample size considerations and augmentation of computer experiments. J Stat Comput Simul. 2001;68(4):307–319. doi: 10.1080/00949650108812073
  • Ranjan, P, Bingham, D, Michailidis, G. Sequential experiment design for contour estimation from complex computer codes. Technometrics. 2008;50(4):527–541. doi: 10.1198/004017008000000541
  • Loeppky, JL, Moore, LM, Williams, BJ. Batch sequential designs for computer experiments. J Stat Plann Inference. 2010;140(6):1452–1464. doi: 10.1016/j.jspi.2009.12.004
  • Christen, JA, Sanso, B. Advances in the sequential design of computer experiments based on active learning. Commun Stat – Theory Methods. 2011;40(24):4467–4483. doi: 10.1080/03610920903518848
  • Bect, J, Ginsbourger, D, Li, L, Picheny, V, Vazquez, E. Sequential design of computer experiments for the estimation of a probability of failure. Statistics and Computing. 2012;22(3):773–793. doi: 10.1007/s11222-011-9241-4
  • McCullagh, P, Nelder, JA. Generalized linear models. London: Chapman & Hall; 1989.
  • Morris, MD, Mitchell, TJ. Exploratory designs for computational experiments. J Stat Plann Inference. 1995;43(3):381–402. doi: 10.1016/0378-3758(94)00035-T
  • Loeppky, JL, Sacks, J, Welch, WJ. Choosing the sample size of a computer experiment: a practical guide. Technometrics. 2009;51(4):366–376. doi: 10.1198/TECH.2009.08040

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