Spremljaj
Stefan Falkner
Stefan Falkner
Bosch Corporate Research
Preverjeni e-poštni naslov na de.bosch.com
Naslov
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Leto
BOHB: Robust and efficient hyperparameter optimization at scale
S Falkner, A Klein, F Hutter
International Conference on Machine Learning, 1437-1446, 2018
14112018
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
7582017
Bayesian optimization with robust Bayesian neural networks
JT Springenberg, A Klein, S Falkner, F Hutter
Advances in neural information processing systems 29, 2016
5712016
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning
M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter
374*
Learning curve prediction with Bayesian neural networks
A Klein, S Falkner, JT Springenberg, F Hutter
International conference on learning representations, 2017
2892017
Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search
A Zela, A Klein, S Falkner, F Hutter
arXiv preprint arXiv:1807.06906, 2018
2382018
Auto-sklearn 2.0: The next generation
M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter
arXiv preprint arXiv:2007.04074 24 (8), 2020
1742020
Practical automated machine learning for the automl challenge 2018
M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter
International workshop on automatic machine learning at ICML 12, 2018
1212018
Robo: A flexible and robust bayesian optimization framework in python
A Klein, S Falkner, N Mansur, F Hutter
NIPS 2017 Bayesian optimization workshop, 4-9, 2017
1122017
Learning to Design RNA
F Runge, D Stoll, S Falkner, F Hutter
arXiv preprint arXiv:1812.11951, 2018
982018
Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization
M Volpp, LP Fröhlich, K Fischer, A Doerr, S Falkner, F Hutter, C Daniel
arXiv preprint arXiv:1904.02642, 2019
952019
Fast Bayesian hyperparameter optimization on large datasets
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
Electronic Journal of Statistics 11 (2), 4945-4968, 2017
852017
Smac v3: Algorithm configuration in python
M Lindauer, K Eggensperger, M Feurer, S Falkner, A Biedenkapp, ...
URL https://github. com/automl/SMAC3, 2017
642017
Weak limit of the three-state quantum walk on the line
S Falkner, S Boettcher
Physical Review A 90 (1), 012307, 2014
532014
Optimizing neural networks for patent classification
L Abdelgawad, P Kluegl, E Genc, S Falkner, F Hutter
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2019
462019
Combining hyperband and bayesian optimization
S Falkner, A Klein, F Hutter
Proceedings of the 31st Conference on Neural Information Processing Systems …, 2017
362017
Towards efficient Bayesian Optimization for Big Data
A Klein, S Bartels, S Falkner, P Hennig, F Hutter
NIPS 2015 workshop on Bayesian Optimization (BayesOpt 2015), 2015
352015
One-dimensional coinless quantum walks
R Portugal, S Boettcher, S Falkner
Physical Review A 91 (5), 052319, 2015
322015
Practical Hyperparameter Optimization for Deep Learning
S Falkner, A Klein, F Hutter
302018
Relation between random walks and quantum walks
S Boettcher, S Falkner, R Portugal
Physical Review A 91 (5), 052330, 2015
272015
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