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Robert M. Lee
Publication Activity (10 Years)
Years Active: 2018-2024
Publications (10 Years): 14
Top Topics
Tree Ensembles
Mercer Kernels
Markov Decision Process
Stochastic Shortest Path
Top Venues
CoRR
Comput. Chem. Eng.
NeurIPS
INFORMS J. Comput.
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Publications
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Jose Pablo Folch
,
Calvin Tsay
,
Robert M. Lee
,
Behrang Shafei
,
Weronika Ormaniec
,
Andreas Krause
,
Mark van der Wilk
,
Ruth Misener
,
Mojmír Mutný
Transition Constrained Bayesian Optimization via Markov Decision Processes.
CoRR
(2024)
Jose Pablo Folch
,
Robert M. Lee
,
Behrang Shafei
,
David Walz
,
Calvin Tsay
,
Mark van der Wilk
,
Ruth Misener
Combining multi-fidelity modelling and asynchronous batch Bayesian Optimization.
Comput. Chem. Eng.
172 (2023)
Ben Tu
,
Nikolas Kantas
,
Robert M. Lee
,
Behrang Shafei
Multi-Objective Optimization Using the R2 Utility.
CoRR
(2023)
Jose Pablo Folch
,
James Odgers
,
Shiqiang Zhang
,
Robert M. Lee
,
Behrang Shafei
,
David Walz
,
Calvin Tsay
,
Mark van der Wilk
,
Ruth Misener
Practical Path-based Bayesian Optimization.
CoRR
(2023)
Jose Pablo Folch
,
Shiqiang Zhang
,
Robert M. Lee
,
Behrang Shafei
,
David Walz
,
Calvin Tsay
,
Mark van der Wilk
,
Ruth Misener
SnAKe: Bayesian Optimization with Pathwise Exploration.
CoRR
(2022)
Jose Pablo Folch
,
Shiqiang Zhang
,
Robert M. Lee
,
Behrang Shafei
,
David Walz
,
Calvin Tsay
,
Mark van der Wilk
,
Ruth Misener
SnAKe: Bayesian Optimization with Pathwise Exploration.
NeurIPS
(2022)
Jose Pablo Folch
,
Robert M. Lee
,
Behrang Shafei
,
David Walz
,
Calvin Tsay
,
Mark van der Wilk
,
Ruth Misener
Combining Multi-Fidelity Modelling and Asynchronous Batch Bayesian Optimization.
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)
Miten Mistry
,
Dimitrios Letsios
,
Gerhard Krennrich
,
Robert M. Lee
,
Ruth Misener
Mixed-Integer Convex Nonlinear Optimization with Gradient-Boosted Trees Embedded.
INFORMS J. Comput.
33 (3) (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)
Miten Mistry
,
Dimitrios Letsios
,
Ruth Misener
,
Gerhard Krennrich
,
Robert M. Lee
Optimization with Gradient-Boosted Trees and Risk Control.
CoRR
(2018)