Supporting materials

Data Quality Assessment
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Model Analysis and Uncertainty Quantification
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Psychological Experiments
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Related datasets, collections and other links

• Matlab: Gaussian Process Matlab packages
• Matlab: Gaussian Process Matlab packages
• GEM-SA: Tony O’Hagan’s and Marc Kennedy’s GUI for Gaussian Processes,
• Information and Reading list

Recommended reading

• Gramacy RB (2020) Surrogates. Gaussian process modeling, design and optimization for the applied sciences. Boca Raton, FL: CRC/Chapman and Hall. Ebook: bookdown.org/rbg/surrogates/
• Fang K-T, R Li, A Sudjianto (2006) Design and Modeling for Computer Experiments. Boca Raton, FL: CRC/Chapman and Hall.
• Santner TJ, BJ Williams, WI Notz (2003) The Design and Analysis of Computer Experiments. New York: Springer.
• Articles and other materials:
• Hilton J (2017) Managing uncertainty in agent-based demographic models. University of Southampton, Doctoral Thesis, 119pp. eprints.soton.ac.uk/412258/
• Kennedy M, O’Hagan A (2001) Bayesian calibration of computer models. Journal of the Royal Statistical Society B, 63(3), 425–464. rss.onlinelibrary.wiley.com/doi/10.1111/1467-9868.00294
• Kleijnen JPC (1995) Verification and validation of simulation models. European Journal of Operational Research, 82(1): 145–162. www.sciencedirect.com/science/article/abs/pii/0377221794000166
• MUCM (Managing Uncertainty in Complex Models): website with online resources, methods toolkit and extensive documentation. See: www.mucm.ac.uk; and the toolkit: https://mogp-emulator.readthedocs.io/en/master/methods/meta/MetaHomePage.html
• Nurse S and Bijak J (2019) Data and Knowledge for Modelling Asylum Migration. Meta-information on data sources on Syrian migration into Europe. Mimeos, University of Southampton. www.southampton.ac.uk/baps/inventory/data-sources.page
• O’Hagan, A. (2006). Bayesian analysis of computer code outputs: A tutorial. Reliability Engineering & System Safety, 91(10–11), 1290–1300. https://doi.org/10.1016/j.ress.2005.11.025
• Silverman E, Hilton J, Noble J and Bijak J (2013) Simulating the cost of social care in an ageing population. In: W Rekdalsbakken, RT Bye and
• H Zhang (eds.) Proceedings of the 27th ECMS, p. 689–695. drericsilverman.files.wordpress.com/2013/06/ecms-silverman.pdf