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Simon Bartels
Simon Bartels
Postdoc in Statistics and Optimization group, Paul Sabatier University Toulouse
Verified email at univ-tlse3.fr - Homepage
Title
Cited by
Cited by
Year
Fast bayesian optimization of machine learning hyperparameters on large datasets
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
Artificial intelligence and statistics, 528-536, 2017
7462017
Fast bayesian hyperparameter optimization on large datasets
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
802017
Towards efficient Bayesian optimization for big data
A Klein, S Bartels, S Falkner, P Hennig, F Hutter
NIPS 2015 Bayesian Optimization Workshop, 2015
342015
Probabilistic linear solvers: a unifying view
S Bartels, J Cockayne, ICF Ipsen, P Hennig
Statistics and Computing 29, 1249-1263, 2019
322019
Probabilistic approximate least-squares
S Bartels, P Hennig
Artificial Intelligence and Statistics, 676-684, 2016
182016
Conjugate gradients for kernel machines
S Bartels, P Hennig
Journal of Machine Learning Research 21 (55), 1-42, 2020
82020
Fast bayesian optimization of machine learning hyperparameters on large datasets, arXiv
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
preprint, 2017
82017
Assessing the performance of protein regression models
R Michael, J Kęstel-Hansen, PM Groth, S Bartels, J Salomon, P Tian, ...
bioRxiv, 2023.06. 18.545472, 2023
42023
Adaptive Cholesky Gaussian Processes
S Bartels, K Stensbo-Smidt, P Moreno-Muńoz, W Boomsma, J Frellsen, ...
International Conference on Artificial Intelligence and Statistics, 408-452, 2023
32023
A systematic analysis of regression models for protein engineering
R Michael, J Kęstel-Hansen, P Mųrch Groth, S Bartels, J Salomon, P Tian, ...
PLOS Computational Biology 20 (5), e1012061, 2024
22024
Kernel-matrix determinant estimates from stopped Cholesky decomposition
S Bartels, W Boomsma, J Frellsen, D Garreau
Journal of Machine Learning Research 24 (71), 1-57, 2023
22023
A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
M Gonzįlez-Duque, R Michael, S Bartels, Y Zainchkovskyy, S Hauberg, ...
arXiv preprint arXiv:2406.04739, 2024
12024
A Continuous Relaxation for Discrete Bayesian Optimization
R Michael, S Bartels, M Gonzįlez-Duque, Y Zainchkovskyy, J Frellsen, ...
arXiv preprint arXiv:2404.17452, 2024
12024
Probabilistic linear algebra
S Bartels
Universität Tübingen, 2021
12021
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