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Julia Moosbauer
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Multi-objective hyperparameter tuning and feature selection using filter ensembles
M Binder, J Moosbauer, J Thomas, B Bischl
Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 471-479, 2020
232020
Explaining Hyperparameter Optimization via Partial Dependence Plots
J Moosbauer, J Herbinger, G Casalicchio, M Lindauer, B Bischl
Advances in Neural Information Processing Systems 34, 2280-2291, 2021
92021
YAHPO Gym--Design Criteria and a new Multifidelity Benchmark for Hyperparameter Optimization
F Pfisterer, L Schneider, J Moosbauer, M Binder, B Bischl
arXiv preprint arXiv:2109.03670, 2021
52021
YAHPO Gym-An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization
F Pfisterer, L Schneider, J Moosbauer, M Binder, B Bischl
First Conference on Automated Machine Learning (Main Track), 2022
42022
Automated pathology detection and patient triage in routinely acquired head computed tomography scans
T Finck, D Schinz, L Grundl, R Eisawy, M Yigitsoy, J Moosbauer, F Pfister, ...
Investigative Radiology 56 (9), 571-578, 2021
32021
Automated benchmark-driven design and explanation of hyperparameter optimizers
J Moosbauer, M Binder, L Schneider, F Pfisterer, M Becker, M Lang, ...
IEEE Transactions on Evolutionary Computation, 2022
22022
Multi-Objective Hyperparameter Optimization--An Overview
F Karl, T Pielok, J Moosbauer, F Pfisterer, S Coors, M Binder, L Schneider, ...
arXiv preprint arXiv:2206.07438, 2022
22022
Towards explaining hyperparameter optimization via partial dependence plots
J Moosbauer, J Herbinger, G Casalicchio, M Lindauer, B Bischl
8th ICML Workshop on Automated Machine Learning (AutoML), 2021
22021
Enhancing Explainability of Hyperparameter Optimization via Bayesian Algorithm Execution
J Moosbauer, G Casalicchio, M Lindauer, B Bischl
arXiv preprint arXiv:2206.05447, 2022
12022
Automated Detection of Ischemic Stroke and Subsequent Patient Triage in Routinely Acquired Head CT
T Finck, D Schinz, L Grundl, R Eisawy, M Yiğitsoy, J Moosbauer, ...
Clinical Neuroradiology 32 (2), 419-426, 2022
12022
Faster and Better: How Anomaly Detection Can Accelerate and Improve Reporting of Head Computed Tomography
T Finck, J Moosbauer, M Probst, S Schlaeger, M Schuberth, D Schinz, ...
Diagnostics 12 (2), 452, 2022
2022
Train, Learn, Expand, Repeat
A Parida, A Sankar, R Eisawy, T Finck, B Wiestler, F Pfister, J Moosbauer
arXiv preprint arXiv:2003.08469, 2020
2020
Model-Agnostic Approaches to Multi-Objective Simultaneous Hyperparameter Tuning and Feature Selection
M Binder, J Moosbauer, J Thomas, B Bischl
2019
Noisy Bayesian Optimization for Model Selection in Machine Learning
J Moosbauer
2018
Asymptotische Verteilungen
J Moosbauer
2015
Advanced Statistical Learning
B Bischl, J Moosbauer, A Groll
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