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Understanding overfitting in random forest for probability estimation: a visualization and simulation study2024 Diagnostic and Prognostic Research article Mathematics Statistical Methods and Inference Open access
Lasai Barreñada, Paula Dhiman, Dirk Timmerman, Anne‐Laure Boulesteix, Ben Van Calster
150citations -
Random forest algorithm identifies miRNA signatures for breast cancer detection and classification from patient urine samples2024 Therapeutic Advances in Medical Oncology article Biochemistry, Genetics and Molecular Biology MicroRNA in disease regulation Open access
Jochen Maurer, Matthias Rübner, Chao‐Chung Kuo, Birgit Klein, Julia Franzen, Julia Wittenborn, +4 more
3citations -
Finding Quasars behind the Galactic Plane. IV. Candidate Selection from Chandra with Random Forest2026 The Astrophysical Journal article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Yanli Ai, Y H Zhang, Yuming Fu, Xue-Bing Wu, Wenfeng Wen, Jiayuan Zhou, +3 more
1citations -
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest2020 arXiv (Cornell University) preprint Biochemistry, Genetics and Molecular Biology Cell Image Analysis Techniques Open access
Johanna C. Clauser, Judith Maas, Jutta Arens, Thomas Schmitz‐Rode, Ulrich Steinseifer, Benjamin Berkels
0citations -
RAINFOREST: a random forest approach to predict treatment benefit in data from (failed) clinical drug trials2020 Bioinformatics article Biochemistry, Genetics and Molecular Biology Genetic Associations and Epidemiology Open access
Joske Ubels, Tilman Schaefers, Cornelis J.A. Punt, Henk‐Jan Guchelaar, Jeroen de Ridder
43citations -
Random forest and live single‐cell metabolomics reveal metabolic profiles of human macrophages upon polarization2023 Biotechnology and Bioengineering article Biochemistry, Genetics and Molecular Biology Metabolomics and Mass Spectrometry Studies Open access
Huaqi Tang, Ahmed Ali, Eman Muhammad Abdelazem, Tom H. M. Ottenhoff, Ron M. A. Heeren, Alireza Mashaghi
13citations -
EVALUATION OF RANDOM FOREST–BASED ANALYSIS FOR THE GYPSUM DISTRIBUTION IN THE ATACAMA DESERT2020 ISPRS annals of the photogrammetry, remote sensing and spatial information sciences article Environmental Science Soil Geostatistics and Mapping Open access
Dirk Hoffmeister, Marina Herbrecht, Tanja Kramm, Philipp Schulte
0citations -
Forecasting Malaysian Palm Oil Futures Using Random Forest and LSTM Networks: Enhanced Predictive Modeling with Climate-Based Parameters0citations
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Balsa: A Fast C++ Random Forest Classifier with Command-line and Python Interface2026 Zenodo (CERN European Organization for Nuclear Research) software Computer Science Machine Learning and Data Classification Open access
Tobias Borsdorff, Denis de Leeuw Duarte, Joris van Zwieten, S. Mandal, Jochen Landgraf
0citations -
Balsa: A Fast C++ Random Forest Classifier with Command-line and Python Interface2026 Zenodo (CERN European Organization for Nuclear Research) software Computer Science Machine Learning and Data Classification Open access
Tobias Borsdorff, Denis de Leeuw Duarte, Joris van Zwieten, S. Mandal, Jochen Landgraf
0citations -
Optimizing floating treatment wetland and retention pond design through random forest: A meta-analysis of influential variables2022 Journal of Environmental Management review Environmental Science Constructed Wetlands for Wastewater Treatment
R. Andrew Tirpak, Katharina Tondera, Rebecca Tharp, Karine E. Borne, Peter F. Schwammberger, Jan P. Ruppelt, +1 more
21citations -
Correction: Understanding overfitting in random forest for probability estimation: a visualization and simulation study2025 Diagnostic and Prognostic Research erratum Mathematics Statistical Methods and Inference Open access
Lasai Barreñada, Paula Dhiman, Dirk Timmerman, Anne‐Laure Boulesteix, Ben Van Calster
0citations -
Locating a disinfection facility for hazardous healthcare waste in the COVID-19 era: a novel approach based on Fermatean fuzzy ITARA-MARCOS and random forest recursive feature elimination algorithm68citations