Matthias Feurer
Publications by Year
Research Areas
Machine Learning and Data Classification, Machine Learning and Algorithms, Advanced Multi-Objective Optimization Algorithms, Face and Expression Recognition, Neural Networks and Applications
Most-Cited Works
- Efficient and robust automated machine learning(2015)
- → Hyperparameter Optimization(2019)1,158 cited
- → Auto-sklearn: Efficient and Robust Automated Machine Learning(2019)396 cited
- → Initializing Bayesian Hyperparameter Optimization via Meta-Learning(2015)394 cited
- Towards Automatically-Tuned Neural Networks(2016)
- → SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization(2021)83 cited
- Auto-Sklearn 2.0: The Next Generation(2020)
- → Towards Automatically-Tuned Deep Neural Networks(2019)65 cited
- Using meta-learning to initialize bayesian optimization of hyperparameters(2014)
- OpenML Benchmarking Suites and the OpenML100.(2017)