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

Computing, Computer Science, Algorithms +16

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 · 135 citations · Full text

Natural Sciences, Chemistry, Materials Science +16

Bayesian Optimization with Gradients

Matthias Poloczek, Andrew Gordon Wilson, Peter I. Frazier · arXiv (Cornell University) · 2017 · 97 citations · Full text

Computing, Computer Science, Derivatives +14

Advances in Bayesian Optimization with Applications in Aerospace Engineering

Rémi Lam, Matthias Poloczek, Peter I. Frazier et al. · 2018 · 64 citations · Full text

Natural Sciences, Aerospace Engineering, Mathematics +14

A Framework for Bayesian Optimization in Embedded Subspaces

Amin Nayebi, Alexander Munteanu, Matthias Poloczek · International Conference on Machine Learning · 2019 · 58 citations

Natural Sciences, Computer Science, Bayesian Data Analysis +13