Optimal design for correlated processes with input-dependent noise

@article{Boukouvalas2014OptimalDF,
  title={Optimal design for correlated processes with input-dependent noise},
  author={Alexis Boukouvalas and Dan Cornford and Milan Stehl{\'i}k},
  journal={Computational Statistics & Data Analysis},
  year={2014},
  volume={71},
  pages={1088-1102}
}
Optimal design for parameter estimation in Gaussian process regression models with input-dependent noise is examined. The motivation stems from the area of computer experiments, where computationally demanding simulators are approximated using Gaussian process emulators to act as statistical surrogates. In the case of stochastic simulators, which produce a random output for a given set of model inputs, repeated evaluations are useful, supporting the use of replicate observations in the… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 39 references

A bayes linear approach to systems biology

  • I. R. Vernon, M. Goldstein
  • 27 Mucm technical report 10/10, Durham University
  • 2010
Highly Influential
3 Excerpts

Fisher information and maximum likelihood es- 19 timation of covariance parameters in Gaussian stochastic processes

  • M. Abt, W. J. Welch
  • Cana- 20 dian Journal of Statistics, 26:127–137
  • 1998
Highly Influential
3 Excerpts

Notes on optimal design 32 for correlated processes with input-dependent noise

  • A. Boukouvalas, D. Cornford, M. Stehĺık
  • Technical Report 33 https://wiki.aston.ac.uk…
  • 2013
1 Excerpt

On the optimal designs for pre- 24 diction of Ornstein-Uhlenbeck sheets

  • S. Baran, K. Sikolya, M Stehĺık
  • Statistics and Probability Letters, 25 83(6…
  • 2013
2 Excerpts

Filling 13 and d-optimal designs for the correlated generalized exponential models

  • J. M. Rodrguez-Daz, M. T. Santos-Martn, H. Waldl, M. Stehĺık
  • 14 Chemometrics and Intelligent Laboratory…
  • 2012
1 Excerpt

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