# References

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.
Bartz-Beielstein, Thomas. 2023. “PyTorch Hyperparameter Tuning with SPOT: Comparison with Ray Tuner and Default Hyperparameters on CIFAR10.” https://github.com/sequential-parameter-optimization/spotPython/blob/main/notebooks/14_spot_ray_hpt_torch_cifar10.ipynb.
Bartz-Beielstein, Thomas, Jürgen Branke, Jörn Mehnen, and Olaf Mersmann. 2014. “Evolutionary Algorithms.” Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 4 (3): 178–95.
Bartz-Beielstein, Thomas, Carola Doerr, Jakob Bossek, Sowmya Chandrasekaran, Tome Eftimov, Andreas Fischbach, Pascal Kerschke, et al. 2020. “Benchmarking in Optimization: Best Practice and Open Issues.” arXiv. https://arxiv.org/abs/2007.03488.
Bartz-Beielstein, Thomas, Christian Lasarczyk, and Mike Preuss. 2005. “Sequential Parameter Optimization.” In Proceedings 2005 Congress on Evolutionary Computation (CEC’05), Edinburgh, Scotland, edited by B McKay et al., 773–80. Piscataway NJ: IEEE Press.
Lewis, R M, V Torczon, and M W Trosset. 2000. “Direct search methods: Then and now.” Journal of Computational and Applied Mathematics 124 (1–2): 191–207.
Li, Lisha, Kevin Jamieson, Giulia DeSalvo, Afshin Rostamizadeh, and Ameet Talwalkar. 2016. “Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization.” arXiv e-Prints, March, arXiv:1603.06560.
Meignan, David, Sigrid Knust, Jean-Marc Frayet, Gilles Pesant, and Nicolas Gaud. 2015. “A Review and Taxonomy of Interactive Optimization Methods in Operations Research.” ACM Transactions on Interactive Intelligent Systems, September.
Montiel, Jacob, Max Halford, Saulo Martiello Mastelini, Geoffrey Bolmier, Raphael Sourty, Robin Vaysse, Adil Zouitine, et al. 2021. “River: Machine Learning for Streaming Data in Python.”
PyTorch. 2023a. “Hyperparameter Tuning with Ray Tune.” https://pytorch.org/tutorials/beginner/hyperparameter_tuning_tutorial.html.
———. 2023b. “Training a Classifier.” https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html.