Simon Bartels

13 papers A* 1A 3Journal 9
YearRankTypeTitle / Venue / Authors
2024 J jnl
A Continuous Relaxation for Discrete Bayesian Optimization.
CoRR
Richard Michael, Simon Bartels, Miguel González Duque, Yevgen Zainchkovskyy, Jes Frellsen, Søren Hauberg, Wouter Boomsma
2024 A* conf
A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences.
NeurIPS
Miguel González Duque, Richard Michael, Simon Bartels, Yevgen Zainchkovskyy, Søren Hauberg, Wouter Boomsma
2024 J jnl
A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences.
CoRR
Miguel González Duque, Richard Michael, Simon Bartels, Yevgen Zainchkovskyy, Søren Hauberg, Wouter Boomsma
2024 J jnl
A systematic analysis of regression models for protein engineering.
PLoS Comput. Biol.
Richard Michael, Jacob Kæstel-Hansen, Peter Mørch Groth, Simon Bartels, Jesper Salomon, Pengfei Tian, Nikos S. Hatzakis, Wouter Boomsma
2023 A conf
Adaptive Cholesky Gaussian Processes.
AISTATS
Simon Bartels, Kristoffer Stensbo-Smidt, Pablo Moreno-Muñoz, Wouter Boomsma, Jes Frellsen, Søren Hauberg
2023 J jnl
Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition.
J. Mach. Learn. Res.
Simon Bartels, Wouter Boomsma, Jes Frellsen, Damien Garreau
2022 J jnl
Adaptive Cholesky Gaussian Processes.
CoRR
Simon Bartels, Kristoffer Stensbo-Smidt, Pablo Moreno-Muñoz, Wouter Boomsma, Jes Frellsen, Søren Hauberg
2020 J jnl
Conjugate Gradients for Kernel Machines.
J. Mach. Learn. Res.
Simon Bartels, Philipp Hennig
2019 J jnl
Conjugate Gradients for Kernel Machines.
CoRR
Simon Bartels, Philipp Hennig
2019 J jnl
Probabilistic linear solvers: a unifying view.
Stat. Comput.
Simon Bartels, Jon Cockayne, Ilse C. F. Ipsen, Philipp Hennig
2017 A conf
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets.
AISTATS
Aaron Klein, Stefan Falkner, Simon Bartels, Philipp Hennig, Frank Hutter
2016 J jnl
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets.
CoRR
Aaron Klein, Stefan Falkner, Simon Bartels, Philipp Hennig, Frank Hutter
2016 A conf
Probabilistic Approximate Least-Squares.
AISTATS
Simon Bartels, Philipp Hennig