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The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression2022 Journal of the American Medical Informatics Association article Computer Science Imbalanced Data Classification Techniques Open access
Ruben van den Goorbergh, Maarten van Smeden, Dirk Timmerman, Ben Van Calster
372citations -
Optimally Weighted Ensembles of Regression Models: Exact Weight Optimization and Applications2022 arXiv (Cornell University) preprint Computer Science Machine Learning and Data Classification Open access
Patrick Echtenbruck, Martina Echtenbruck, Joost Batenburg, Thomas Bäck, Boris Naujoks, Michael Emmerich
1citations -
A comparison of modeling approaches for static and dynamic prediction of central-line bloodstream infections using electronic health records (part 1): regression models2025 Diagnostic and Prognostic Research article Computer Science Machine Learning in Healthcare Open access
Shan Gao, Elena Albu, Hein Putter, Pieter Stijnen, Frank E Rademakers, Veerle Cossey, +4 more
2citations -
The Bigger Fish: A Comparison of Meta-Learning QSAR Models on Low-Resourced Aquatic Toxicity Regression Tasks2023 Environmental Science & Technology article Computer Science Computational Drug Discovery Methods Open access
Thalea Schlender, Markus Viljanen, Jan N. van Rijn, Felix Mohr, Willie J.G.M. Peijnenburg, Holger H. Hoos, +2 more
43citations -
Scalable Gaussian Process Regression via Deterministic Trigonometric Features: Uniform Bounds for Safe Model Predictive Control2026 arXiv (Cornell University) preprint Computer Science Gaussian Processes and Bayesian Inference Open access
Julius Jagdt, Johanna Menn, Sebastian Trimpe, Melanie N. Zeilinger, Anna Scampicchio
0citations -
Understanding random resampling techniques for class imbalance correction and their consequences on calibration and discrimination of clinical risk prediction models2024 Journal of Biomedical Informatics article Computer Science Imbalanced Data Classification Techniques Open access
Marco Piccininni, Maximilian Wechsung, Ben Van Calster, Jessica Lee Rohmann, Stefan Konigorski, Maarten van Smeden
42citations -
A Step towards Interpretable Multimodal AI Models with MultiFIX2025 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access
Mafalda Malafaia, Thalea Schlender, Tanja Alderliesten, Peter A. N. Bosman
0citations -
Transfer Learning of Surrogate Models via Domain Affine Transformation2024 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access
Shuaiqun Pan, Diederick Vermetten, Manuel López‐Ibáñez, Thomas Bäck, Hao Wang
5citations