Matthias Poloczek

Scalable Global Optimization via Local Bayesian Optimization

David Eriksson, Michael Pearce, Jacob R. Gardner et al. · arXiv (Cornell University) · 2019 · 144 citations · Full text

Artificial Intelligence, Local Bayesian Optimization, Model Optimization +13

Efficient search of compositional space for hybrid organic–inorganic perovskites via Bayesian optimization

Henry Herbol, Weici Hu, Peter I. Frazier et al. · npj Computational Materials · 2018 · 132 citations · Full text

Bayesian Optimization with Gradients

Jian Wu, Matthias Poloczek, Andrew Gordon Wilson et al. · arXiv (Cornell University) · 2017 · 95 citations · Full text

Artificial Intelligence, Model Optimization, Hyperparameter Estimation +15

Advances in Bayesian Optimization with Applications in Aerospace Engineering

Rémi Lam, Matthias Poloczek, Peter I. Frazier et al. · 2018 · 63 citations · Full text

A Framework for Bayesian Optimization in Embedded Subspaces

Amin Nayebi, Alexander Munteanu, Matthias Poloczek · International Conference on Machine Learning · 2019 · 57 citations

Large-scale Global Optimization, Engineering, Bayesian Optimization +4