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HyperNOMAD: Hyperparameter Optimization of Deep Neural Networks Using Mesh Adaptive Direct Search.

, , and . ACM Trans. Math. Softw., 47 (3): 27:1-27:27 (2021)

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OrthoMADS: A Deterministic MADS Instance with Orthogonal Directions., , , and . SIAM J. Optimization, 20 (2): 948-966 (2009)Rejoinder., , , , , , and . Technometrics, 58 (1): 26-29 (2016)Scaling Deep Networks with the Mesh Adaptive Direct Search algorithm., , , , and . CoRR, (2023)Parallel Space Decomposition of the Mesh Adaptive Direct Search Algorithm., , and . SIAM J. Optimization, 19 (3): 1150-1170 (2008)Use of quadratic models with mesh-adaptive direct search for constrained black box optimization., and . Optim. Methods Softw., 28 (1): 139-158 (2013)HyperNOMAD: Hyperparameter optimization of deep neural networks using mesh adaptive direct search., , and . CoRR, (2019)Algorithm 1027: NOMAD Version 4: Nonlinear Optimization with the MADS Algorithm., , , and . ACM Trans. Math. Softw., 48 (3): 35:1-35:22 (2022)Quantifying uncertainty with ensembles of surrogates for blackbox optimization., , and . Comput. Optim. Appl., 83 (1): 29-66 (2022)Stochastic mesh adaptive direct search for blackbox optimization using probabilistic estimates., , , and . Comput. Optim. Appl., 79 (1): 1-34 (2021)Globalization strategies for Mesh Adaptive Direct Search., , and . Comput. Optim. Appl., 46 (2): 193-215 (2010)