Alexander Thebelt

Publication Activity (10 Years)

Years Active: 2020-2022
Publications (10 Years): 10

Top Topics

Machine Learning

Constrained Optimization

Lagrange Multipliers

Top Venues

J. Mach. Learn. Res.

Comput. Chem. Eng.

Publications

Francesco Ceccon, Jordan Jalving, Joshua Haddad, Alexander Thebelt, Calvin Tsay, Carl D. Laird, Ruth Misener
OMLT: Optimization & Machine Learning Toolkit. CoRR (2022)
Francesco Ceccon, Jordan Jalving, Joshua Haddad, Alexander Thebelt, Calvin Tsay, Carl D. Laird, Ruth Misener
OMLT: Optimization & Machine Learning Toolkit. J. Mach. Learn. Res. 23 (2022)
Alexander Thebelt, Johannes Wiebe, Jan Kronqvist, Calvin Tsay, Ruth Misener
Maximizing information from chemical engineering data sets: Applications to machine learning. CoRR (2022)
Alexander Thebelt, Calvin Tsay, Robert M. Lee, Nathan Sudermann-Merx, David Walz, Behrang Shafei, Ruth Misener
Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces. NeurIPS (2022)
Alexander Thebelt, Calvin Tsay, Robert M. Lee, Nathan Sudermann-Merx, David Walz, Behrang Shafei, Ruth Misener
Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces. CoRR (2022)
Alexander Thebelt, Jan Kronqvist, Miten Mistry, Robert M. Lee, Nathan Sudermann-Merx, Ruth Misener
ENTMOOT: A framework for optimization over ensemble tree models. Comput. Chem. Eng. 151 (2021)
Alexander Thebelt, Calvin Tsay, Robert M. Lee, Nathan Sudermann-Merx, David Walz, Tom Tranter, Ruth Misener
Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles. CoRR (2021)
Calvin Tsay, Jan Kronqvist, Alexander Thebelt, Ruth Misener
Partition-based formulations for mixed-integer optimization of trained ReLU neural networks. CoRR (2021)
Calvin Tsay, Jan Kronqvist, Alexander Thebelt, Ruth Misener
Partition-Based Formulations for Mixed-Integer Optimization of Trained ReLU Neural Networks. NeurIPS (2021)
Alexander Thebelt, Jan Kronqvist, Miten Mistry, Robert M. Lee, Nathan Sudermann-Merx, Ruth Misener
ENTMOOT: A Framework for Optimization over Ensemble Tree Models. CoRR (2020)