References

Arlot, Sylvain, Alain Celisse, et al. 2010. “A Survey of Cross-Validation Procedures for Model Selection.” Statistics Surveys 4: 40–79.
Bartz, Eva, Thomas Bartz-Beielstein, Martin Zaefferer, and Olaf Mersmann, eds. 2022. Hyperparameter Tuning for Machine and Deep Learning with R - A Practical Guide. Springer.
Box, G E P. 1957. Evolutionary operation: A method for increasing industrial productivity. Applied Statistics 6: 81–101.
Forrester, Alexander, András Sóbester, and Andy Keane. 2008. Engineering Design via Surrogate Modelling. Wiley.
Hastie, Trevor, Robert Tibshirani, and Jerome Friedman. 2017. The Elements of Statistical Learning. Second. Springer.
Johnson, M. E., L. M. Moore, and D. Ylvisaker. 1990. “Minimax and Maximin Distance Designs.” Journal of Statistical Planning and Inference 26 (2): 131–48.
Jones, Donald R., Matthias Schonlau, and William J. Welch. 1998. “Efficient Global Optimization of Expensive Black-Box Functions.” Journal of Global Optimization 13 (4): 455–92.
Keane, Andrew J, and Prasanth B Nair. 2005. Computational Approaches for Aerospace Design: The Pursuit of Excellence. Wiley.
Kohavi, Ron. 1995. “A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection.” In Proceedings of the 14th International Joint Conference on Artificial Intelligence - Volume 2, 1137–43. IJCAI’95. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc.
Micchelli, Charles A. 1986. “Interpolation of Scattered Data: Distance Matrices and Conditionally Positive Definite Functions.” Constructive Approximation 2 (1): 11–22. https://doi.org/10.1007/BF01893414.
Močkus, J. 1974. On Bayesian Methods for Seeking the Extremum.” In Optimization Techniques IFIP Technical Conference, 400–404.
Morris, Max D., and Toby J. Mitchell. 1995. “Exploratory Designs for Computational Experiments.” Journal of Statistical Planning and Inference 43 (3): 381–402. https://doi.org/https://doi.org/10.1016/0378-3758(94)00035-T.
Poggio, T, and F Girosi. 1990. “Regularization Algorithms for Learning That Are Equivalent to Multilayer Networks.” Science 247 (4945): 978–82. https://doi.org/10.1126/science.247.4945.978.
Raymer, Daniel P. 2006. Aircraft Design: A Conceptual Approach. AIAA.
Santner, T J, B J Williams, and W I Notz. 2003. The Design and Analysis of Computer Experiments. Berlin, Heidelberg, New York: Springer.
Vapnik, V N. 1998. Statistical learning theory. Wiley; Wiley.