Bias in random forest variable importance measures: Illustrations, sources and a solution

• Pathophysiology-based subtypes of individuals at high risk of type 2 diabetes: multi-omics profiles and lifestyle differences across subtypes

  2026 Metabolism article Medicine Diabetes, Cardiovascular Risks, and Lipoproteins Open access

  3

  citations
• A multi-omics machine learning classifier for outgrowth of cow's milk allergy in children

  2025 Molecular Omics article Medicine Food Allergy and Anaphylaxis Research Open access

  6

  citations
• Understanding overfitting in random forest for probability estimation: a visualization and simulation study

  2024 Diagnostic and Prognostic Research article Mathematics Statistical Methods and Inference Open access

  149

  citations
• Machine Learning Isotropic g Values of Radical Polymers

  2024 Journal of Chemical Theory and Computation article Materials Science Machine Learning in Materials Science Open access

  5

  citations
• Implications of the syntheses on definition, theory, and methods conducted by the Response Shift – in Sync Working Group

  2023 Quality of Life Research article Economics, Econometrics and Finance Health Systems, Economic Evaluations, Quality of Life Open access

  13

  citations
• Using Machine Learning to Predict Adverse Effects of Metallic Nanomaterials to Various Aquatic Organisms

  2023 Environmental Science & Technology article Environmental Science Environmental Toxicology and Ecotoxicology Open access cited by 1 patent

  92

  citations
• Sensor Screening Methodology for Virtually Sensing Transmission Input Loads of a Wind Turbine Using Machine Learning Techniques and Drivetrain Simulations

  2022 Sensors article Engineering Wind Energy Research and Development Open access

  7

  citations
• Machine Learning and Prediction in Psychological Assessment

  2022 European Journal of Psychological Assessment article Decision Sciences Psychometric Methodologies and Testing Open access

  44

  citations
• Factors Controlling the Distribution of Intermediate Host Snails of Schistosoma in Crater Lakes in Uganda: A Machine Learning Approach

  2022 Frontiers in Environmental Science article Immunology and Microbiology Parasites and Host Interactions Open access

  15

  citations
• Decision Support by Interpretable Machine Learning in Acoustic Emission Based Cutting Tool Wear Prediction

  2021 conference-paper Engineering Advanced machining processes and optimization

  19

  citations
• Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts

  2020 PLoS Medicine article Medicine Liver Disease Diagnosis and Treatment Open access cited by 3 patents

  96

  citations
• Predicting the naturalistic course in anxiety disorders using clinical and biological markers: a machine learning approach

  2020 Psychological Medicine article Psychology Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes Open access

  34

  citations
• Predicting and elucidating the etiology of fatty liver disease using a machine learning-based approach: an IMI DIRECT study

  2020 medRxiv preprint Medicine Liver Disease Diagnosis and Treatment Open access

  0

  citations

13 results