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Marcel Wever
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Year
ML-Plan: Automated machine learning via hierarchical planning
F Mohr, M Wever, E Hüllermeier
Machine Learning, 2018
2812018
AutoML for Multi-Label Classification: Overview and Empirical Evaluation
M Wever, A Tornede, F Mohr, E Hüllermeier
IEEE Transactions on pattern analysis and machine intelligence, 3037 - 3054, 2021
1182021
A survey of methods for automated algorithm configuration
E Schede, J Brandt, A Tornede, M Wever, V Bengs, E Hüllermeier, ...
Journal of Artificial Intelligence Research 75, 425-487, 2022
1022022
Towards green automated machine learning: Status quo and future directions
T Tornede, A Tornede, J Hanselle, F Mohr, M Wever, E Hüllermeier
Journal of Artificial Intelligence Research 77, 427-457, 2023
862023
Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning
F Mohr, M Wever, A Tornede, E Hüllermeier
IEEE Transactions on pattern analysis and machine intelligence, 2021
582021
Position: Why We Must Rethink Empirical Research in Machine Learning
M Herrmann, FJD Lange, K Eggensperger, G Casalicchio, M Wever, ...
Forty-first International Conference on Machine Learning, 2024
422024
Algorithm selection on a meta level
A Tornede, L Gehring, T Tornede, M Wever, E Hüllermeier
Machine Learning 112 (4), 1253-1286, 2023
402023
Naive Automated Machine Learning--A Late Baseline for AutoML
F Mohr, M Wever
arXiv preprint arXiv:2103.10496, 2021
35*2021
Extreme Algorithm Selection with Dyadic Feature Representation
A Tornede, M Wever, E Hüllermeier
Discovery Science 2020, 2020
352020
ML-Plan for unlimited-length machine learning pipelines
M Wever, F Mohr, E Hüllermeier
ICML 2018 AutoML Workshop, 2018
312018
Hybrid Ranking and Regression for Algorithm Selection
J Hanselle, A Tornede, M Wever, E Hüllermeier
KI 2020: Advances in Artificial Intelligence: 43rd German Conference on AI …, 2020
282020
AutoML for Predictive Maintenance: One Tool to RUL them all
T Tornede, A Tornede, M Wever, F Mohr, E Hüllermeier
IoTStream @ ECMLPKDD 2020, 2020
262020
Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis
A Tornede, M Wever, S Werner, F Mohr, E Hüllermeier
Asian Conference on Machine Learning, 2020, 2020
242020
Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance
T Tornede, A Tornede, M Wever, E Hüllermeier
Proceedings of the Genetic and Evolutionary Computation Conference, 2021
182021
Automated Multi-Label Classification based on ML-Plan
M Wever, F Mohr, E Hüllermeier
arXiv preprint arXiv:1811.04060, 2018
162018
Automating Multi-Label Classification Extending ML-Plan
M Wever, F Mohr, A Tornede, E Hüllermeier
6th ICML Workshop on Automated Machine Learning, 2019
142019
Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking
A Tornede, M Wever, F Mohr, E Hüllermeier
132019
Ensembles of Evolved Nested Dichotomies for Classification
M Wever, F Mohr, E Hüllermeier
Proceedings of the Genetic and Evolutionary Computation Conference, 561-568, 2018
122018
Hyperparameter optimization in deep multi-target prediction
D Iliadis, M Wever, B De Baets, W Waegeman
arXiv preprint arXiv:2211.04362, 2022
11*2022
Automated machine learning service composition
F Mohr, M Wever, E Hüllermeier
arXiv preprint arXiv:1809.00486, 2018
112018
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