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Volumn 4, Issue 2, 2009, Pages 393-412

A dynamic modelling strategy for bayesian computer model emulation

Author keywords

Backward sampling; Computer model emulation; Dynamic linear model; Forwarding filtering; Gaussian process; Markov chain Monte Carlo; Time; Varying autoregression

Indexed keywords


EID: 70350742523     PISSN: 19360975     EISSN: 19316690     Source Type: Journal    
DOI: 10.1214/09-BA415     Document Type: Article
Times cited : (80)

References (34)
  • 1
    • 0007213733 scopus 로고    scopus 로고
    • Bayesian inference on latent structure in time series (with discussion)
    • Bernardo, J., Berger, J., Dawid, A., and Smith, A. (eds.), Oxford University Press. 395
    • Aguilar, O., Prado, R., Huerta, G., and West, M. (1999). " Bayesian inference on latent structure in time series (with discussion)." In Bernardo, J., Berger, J., Dawid, A., and Smith, A. (eds.), Bayesian Statistics 6, 3-26. Oxford University Press. 395
    • (1999) Bayesian Statistics , vol.6 , pp. 3-26
    • Aguilar, O.1    Prado, R.2    Huerta, G.3    West, M.4
  • 5
    • 0000193853 scopus 로고
    • On Gibbs sampling for state-space models
    • 394
    • Carter, C. K. and Kohn, R. (1994). " On Gibbs sampling for state-space models." Biometrika, 81: 541-553. 394
    • (1994) Biometrika , vol.81 , pp. 541-553
    • Carter, C.K.1    Kohn, R.2
  • 7
    • 84950437532 scopus 로고
    • Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments
    • 394
    • Currin, C., Mitchell, T., Morris, M., and Ylvisaker, D. (1991). " Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments." Journal of the American Statistical Association, 86: 953-963. 394
    • (1991) Journal of the American Statistical Association , vol.86 , pp. 953-963
    • Currin, C.1    Mitchell, T.2    Morris, M.3    Ylvisaker, D.4
  • 11
    • 34249005711 scopus 로고    scopus 로고
    • Calibrated Bayesian forecasting using large computer simulators
    • University of Durham, UK. 393
    • Goldstein, M. and Rougier, J. C. (2003). " Calibrated Bayesian forecasting using large computer simulators." Technical report, University of Durham, UK, http://www.maths.dur.ac.uk/stats/physpred/papers/CalibratedBayesian.ps. 393
    • (2003) Technical report
    • Goldstein, M.1    Rougier, J.C.2
  • 12
    • 16244396056 scopus 로고    scopus 로고
    • Probabilistic formulations for transferring inferences from mathematical models to physical systems
    • 393
    • Goldstein, M. and Rougier, J. C. (2005). " Probabilistic formulations for transferring inferences from mathematical models to physical systems." SIAM Journal on Scientific Computing, 26(2): 467- 487. 393
    • (2005) SIAM Journal on Scientific Computing , vol.26 , Issue.2 , pp. 467-487
    • Goldstein, M.1    Rougier, J.C.2
  • 17
    • 0035648165 scopus 로고    scopus 로고
    • Bayesian calibration of computer models (with discussion)
    • 393
    • Kennedy, M. C. and O'Hagan, A. (2001). " Bayesian calibration of computer models (with discussion)." Journal of the Royal Statistical Society B, 63: 425-464. 393
    • (2001) Journal of the Royal Statistical Society B , vol.63 , pp. 425-464
    • Kennedy, M.C.1    Hagan, A.2
  • 18
    • 0042902691 scopus 로고    scopus 로고
    • Bayesian analysis of computer code outputs
    • C. W. Anderson, V. Barnett, P. C. Chatwin, and A. H. El-Shaarawi (eds.), Springer-Verlag: London. 394
    • Kennedy, M. C., O'Hagan, A., and Higgins, N. (2002). " Bayesian analysis of computer code outputs." In Quantitative Methods for Current Environmental Issues. C. W. Anderson, V. Barnett, P. C. Chatwin, and A. H. El-Shaarawi (eds.), 227-243. Springer-Verlag: London. 394
    • (2002) Quantitative Methods for Current Environmental Issues , pp. 227-243
    • Kennedy, M.C.1    Hagan, A.2    Higgins, N.3
  • 19
    • 33750474092 scopus 로고    scopus 로고
    • Towards a Bayesian total error analysis of conceptual rainfall-runoff models: Characterising model error using storm-dependent parameters
    • 394, 398
    • Kuczera, G., Kavetski, D., Franks, S., and Thyer, M. (2006). " Towards a Bayesian total error analysis of conceptual rainfall-runoff models: Characterising model error using storm-dependent parameters." Journal of Hydrology, 331: 161-177. 394, 398
    • (2006) Journal of Hydrology , vol.331 , pp. 161-177
    • Kuczera, G.1    Kavetski, D.2    Franks, S.3    Thyer, M.4
  • 20
    • 0000923281 scopus 로고
    • Bayesian design and analysis of computer experiments: Use of derivatives in surface prediction
    • 394
    • Morris, M. D., Mitchell, T. J., and Ylvisaker, D. (1993). " Bayesian design and analysis of computer experiments: Use of derivatives in surface prediction." Technometrics, 35: 243-255. 394
    • (1993) Technometrics , vol.35 , pp. 243-255
    • Morris, M.D.1    Mitchell, T.J.2    Ylvisaker, D.3
  • 22
    • 19344375247 scopus 로고    scopus 로고
    • Bayesian time-varying autoregressions: Theory, methods and applications
    • 395
    • Prado, R., Huerta, G., and West, M. (2001). " Bayesian time-varying autoregressions: Theory, methods and applications." Resenhas, 4: 405-422. 395
    • (2001) Resenhas , vol.4 , pp. 405-422
    • Prado, R.1    Huerta, G.2    West, M.3
  • 23
    • 0003247267 scopus 로고    scopus 로고
    • Exploratory modelling of multiple non-stationary time series: Latent process structure and decompositions
    • Gregoire, T., Brillinger, D., Diggle, P., Russek-Cohen, E., Warren, W., and Wolfinger, R. (eds.), New York: Springer-Verlag. 395
    • Prado, R. and West, M. (1997). " Exploratory modelling of multiple non-stationary time series: Latent process structure and decompositions." In Gregoire, T., Brillinger, D., Diggle, P., Russek-Cohen, E., Warren, W., and Wolfinger, R. (eds.), Modelling Longitudinal and Spatially Correlated Data, 349-362. New York: Springer-Verlag. 395
    • (1997) Modelling Longitudinal and Spatially Correlated Data , pp. 349-362
    • Prado, R.1    West, M.2
  • 25
    • 64249139703 scopus 로고    scopus 로고
    • Efficient Emulators for Multivariate Deterministic Functions
    • (In press). 394
    • Rougier, J. (2008a). " Efficient Emulators for Multivariate Deterministic Functions." Journal of Computational and Graphical Statistics (In press). 394
    • (2008) Journal of Computational and Graphical Statistics
    • Rougier, J.1
  • 26
    • 84886359502 scopus 로고    scopus 로고
    • Formal Bayes Methods for Model Calibration with Uncertainty
    • Beven, K. and Hall, J. (eds.), (In press). Imperial College Press/World Scientific. 393
    • Rougier, J. (2008b). " Formal Bayes Methods for Model Calibration with Uncertainty." In Beven, K. and Hall, J. (eds.), Applied Uncertainty Analysis for Flood Risk Management (In press). Imperial College Press/World Scientific. Draft version available at http://www.maths.bris.ac.uk/ mazjcr/FRMbox2-4.pdf. 393
    • (2008) Applied Uncertainty Analysis for Flood Risk Management
    • Rougier, J.1
  • 28
    • 84972517827 scopus 로고
    • Design and analysis of computer experiments (C/R: p423-435)
    • 393
    • Sacks, J., Welch, W. J., Mitchell, T. J., and Wynn, H. P. (1989). " Design and analysis of computer experiments (C/R: p423-435)." Statistical Science, 4: 409-423. 393
    • (1989) Statistical Science , vol.4 , pp. 409-423
    • Sacks, J.1    Welch, W.J.2    Mitchell, T.J.3    Wynn, H.P.4
  • 29
    • 84867125955 scopus 로고    scopus 로고
    • Technical Report asm2007-06, Dept. of Applied Math & Statistics. University of California, Santa Cruz. 394
    • Sanso, B., Forest, C., and Zantedeschi, D. (2007). " Statistical Calibration of Climate System Properties." Technical Report asm2007-06, Dept. of Applied Math & Statistics, University of California, Santa Cruz, http://www.soe.ucsc.edu/research/report?ID=476. 394
    • (2007) Statistical Calibration of Climate System Properties
    • Sanso, B.1    Forest, C.2    Zantedeschi, D.3
  • 30
    • 68849131151 scopus 로고    scopus 로고
    • Inferring Climate System Properties Using a Computer Model
    • 394
    • Sanso, B., Forest, C., and Zantedeschi, D. (2008). " Inferring Climate System Properties Using a Computer Model." Bayesian Analysis, 3(1): 1-38. 394
    • (2008) Bayesian Analysis , vol.3 , Issue.1 , pp. 1-38
    • Sanso, B.1    Forest, C.2    Zantedeschi, D.3
  • 32
    • 84867124473 scopus 로고    scopus 로고
    • Joint Projections of Temperature and Precipitation Change from Multiple Climate Models: A Hierarchical Bayes Approach
    • (In press). 394
    • Tebaldi, C. and Sanso, B. (2008). " Joint Projections of Temperature and Precipitation Change from Multiple Climate Models: A Hierarchical Bayes Approach." Journal of the Royal Statistical Society: Series A (In press). 394
    • (2008) Journal of the Royal Statistical Society: Series A
    • Tebaldi, C.1    Sanso, B.2
  • 34


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