Philipp Hennig

Entropy search for information-efficient global optimization

Philipp Hennig, Christian J. Schuler · Journal of Machine Learning Research · 2012 · 482 citations

Mathematical Programming, Artificial Intelligence, Entropy Search +17

Dense connectomic reconstruction in layer 4 of the somatosensory cortex

Alessandro Motta, Manuel Berning, Kevin M. Boergens et al. · Science · 2019 · 349 citations

Neural Recoding, Brain Mapping, Cellular Neurobiology +21

Batch Bayesian Optimization via Local Penalization

Javier González, Zhenwen Dai, Philipp Hennig et al. · arXiv (Cornell University) · 2015 · 218 citations · Full text

Model Optimization, Parameter Space, Engineering +14

Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

Aaron Klein, Stefan Falkner, Simon Bartels et al. · arXiv (Cornell University) · 2016 · 139 citations · Full text

Artificial Intelligence, Hyperparameter Optimization, Model Optimization +15

Virtual vs. real: Trading off simulations and physical experiments in reinforcement learning with Bayesian optimization

Alonso Marco, Felix Berkenkamp, Philipp Hennig et al. · 2017 · 108 citations · Full text

Artificial Intelligence, Entropy Search, Engineering +19