Reproducible Hyperparameter Optimization

DOI10.1080/10618600.2021.1950004OpenAlexW3181209339MaRDI QIDQ5083358

Pierre Baldi, Daniel L. Gillen, Lars Hertel

Publication date: 22 June 2022

Published in: Journal of Computational and Graphical Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/10618600.2021.1950004

zbMATH Keywords

ANOVAmachine learningsequential testinghyperparameter optimization

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• R
• CMA-ES
• EGO
• Scikit
• OpenAI Gym
• Keras
• Spearmint
• Hyperopt
• ASCL
• PyTorch
• Jupyter
• SMAC
• Stable Baselines
• BOHB
• BoTorch
• Hyperband

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Efficient global optimization of expensive black-box functions
• Fast Bayesian hyperparameter optimization on large datasets
• The Correlated Knowledge Gradient for Simulation Optimization of Continuous Parameters using Gaussian Process Regression
• A Unifying Family of Group Sequential Test Designs

This page was built for publication: Reproducible Hyperparameter Optimization