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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
360citations -
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 -
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 Simulation Study to Compare the Predictive Performance of Survival Neural Networks with Cox Models for Clinical Trial Data2021 Computational and Mathematical Methods in Medicine article Computer Science Machine Learning in Healthcare Open access
Georgios Kantidakis, Elia Mario Biganzoli, Hein Putter, Marta F. Fiocco
15citations -
Regression-based Deep-Learning predicts molecular biomarkers from pathology slides2024 Nature Communications article Computer Science AI in cancer detection Open access cited by 1 patent
Omar S. M. El Nahhas, Chiara Maria Lavinia Loeffler, Zunamys Itzell Carrero, Marko van Treeck, Fiona R. Kolbinger, Katherine Jane Hewitt, +11 more
106citations -
Parameterized quantum circuits as universal generative models for continuous multivariate distributions2025 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access
Alice Barthe, Michele Grossi, Sofia Vallecorsa, Jordi Tura, Vedran Dunjko
11citations -
Implementation of Data Mining Using Simple Linear Regression Algorithm to Predict Export Values2025 Scientific Journal of Engineering Research article Computer Science Data Mining and Machine Learning Applications Open access
Aldi Bastiatul Fawait, Nazaruddin Insyroh, Asno Azzawagama Firdaus
2citations -
Privacy-preserving dataset combination and Lasso regression for healthcare predictions2021 BMC Medical Informatics and Decision Making article Computer Science Privacy-Preserving Technologies in Data Open access
Marie Beth van Egmond, Gabriele Spini, Onno van der Galiën, Arne S. IJpma, Thijs Veugen, Wessel Kraaij, +6 more
50citations -
Deconstructing deep imbalanced regression: a comprehensive review and experimental evaluation2026 Artificial Intelligence Review article Computer Science Imbalanced Data Classification Techniques Open access
Noah Christoph Pütz, Jens Uwe Brandt, Marc Hilbert, Elena Raponi, Thomas Bäck, Thomas Bartz–Beielstein
1citations -
Prediction of the Extent of Blood–Brain Barrier Transport Using Machine Learning and Integration into the LeiCNS-PK3.0 Model2025 Pharmaceutical Research article Computer Science Computational Drug Discovery Methods Open access
Berfin Gülave, Helle W. van den Maagdenberg, Luke van Boven, Gerard J. P. van Westen, Elizabeth C. M. de Lange, J. G. Coen van Hasselt
7citations -
Deep learning segmentation model for quantification of infarct size in pigs with myocardial ischemia/reperfusion2024 Basic Research in Cardiology article Computer Science Medical Image Segmentation Techniques Open access
Felix Braczko, Andreas Skyschally, Helmut Raphael Lieder, Jakob Nikolas Kather, Petra Kleinbongard, Gerd Heusch
2citations