Publications

Journal article

• Stallhofer, Johannes; Veith, Lisa; Diegelmann, Julia; Probst, Philipp; Brand, Stephan; Schnitzler, Fabian; Olszak, Torsten; Toeroek, Helga; Mayerle, Julia; Stallmach, Andreas; Beigel, Florian (2022)
  Iron Deficiency in Inflammatory Bowel Disease Is Associated With Low Levels of Vitamin D Modulating Serum Hepcidin and Intestinal Ceruloplasmin Expression
  In: Clinical and Translational Gastroenterology, Vol. 13, No. 1
  
• Herrmann, Moritz; Probst, Philipp; Hornung, Roman; Jurinovic, Vindi; Boulesteix, Anne-Laure (2021)
  Large-scale benchmark study of survival prediction methods using multi-omics data
  In: Briefings in Bioinformatics, Vol. 22, No. 3
  
• Herrmann, Moritz; Probst, Philipp; Hornung, Roman; Jurinovic, Vindi; Boulesteix, Anne-Laure (2020)
  Large-scale benchmark study of survival prediction methods using multi-omics data
  In: Briefings in Bioinformatics: pp. 1-15 (full text available)
  
• Rauen, Katrin; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus; Plesnila, Nikolaus (2020)
  Quality of life up to 10 years after traumatic brain injury: a cross-sectional analysis
  In: Health and Quality of Life Outcomes, Vol. 18, No. 1 (full text available)
  
• Remi, Jan; Shen, Sophie; Tacke, Moritz; Probst, Philipp; Gerstl, Lucia; Peraud, Aurelia; Kunz, Mathias; Vollmar, Christian; Noachtar, Soheyl; Borggraefe, Ingo (2020)
  Congruence and Discrepancy of Interictal and Ictal EEG With MRI Lesions in Pediatric Epilepsies
  In: Clinical Eeg and Neuroscience, Vol. 51, No. 6: pp. 412-419 (full text available)
  
• Rauen, Katrin; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus; Plesnila, Nikolaus (2020)
  Decompressive Craniectomy Is Associated With Good Quality of Life Up to 10 Years After Rehabilitation From Traumatic Brain Injury
  In: Critical Care Medicine, Vol. 48, No. 8: pp. 1157-1164
  
• Rauen, Katrin; Spaeni, Claudia B.; Tartaglia, Maria Carmela; Ferretti, Maria Teresa; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus; Plesnila, Nikolaus (2020)
  Quality of life after traumatic brain injury: a cross-sectional analysis uncovers age- and sex-related differences over the adult life span
  In: Geroscience, Vol. 43, No. 1: pp. 263-278 (full text available)
  
• Boulesteix, Anne-Laure; Janitza, Silke; Hornung, Roman; Probst, Philipp; Busen, Hannah; Hapfelmeier, Alexander (2019)
  Making complex prediction rules applicable for readers: Current practice in random forest literature and recommendations
  In: Biometrical Journal, Vol. 61, No. 5: pp. 1314-1328
  
• Probst, Philipp; Boulesteix, Anne-Laure; Bischl, Bernd (2019)
  Tunability: Importance of Hyperparameters of Machine Learning Algorithms
  In: Journal of Machine Learning Research, Vol. 20
  
• Poros, Balazs; Irlbeck, Thomas; Probst, Philipp; Volkmann, Alexander; Paprottka, Philipp; Bocker, Wolfgang; Irlbeck, Michael; Weig, Thomas (2019)
  Impact of pathologic body composition assessed by CT-based anthropometric measurements in adult patients with multiple trauma: a retrospective analysis
  In: European Journal of Trauma and Emergency Surgery
  
• Probst, Philipp; Wright, Marvin N.; Boulesteix, Anne-Laure (2019)
  Hyperparameters and tuning strategies for random forest
  In: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 9, No. 3
  
• Probst, Philipp; Boulesteix, Anne-Laure (2018)
  To Tune or Not to Tune the Number of Trees in Random Forest
  In: Journal of Machine Learning Research, Vol. 18: pp. 1-18
  
• Matthes, Sandhya; Stadler, Jakob; Barton, Jürgen; Leuschner, Gabriela; Munker, Dieter; Arnold, Paola; Villena-Hermoza, Heidrun; Frankenberger, Marion; Probst, Philipp; Koch, Andrea; Kneidinger, Nikolaus; Milger, Katrin; Behr, Jürgen; Neurohr, Claus (2018)
  Asthma features in severe COPD: Identifying treatable traits
  In: Respiratory Medicine, Vol. 145: pp. 89-94
  
• Couronné, Raphael; Probst, Philipp; Boulesteix, Anne-Laure (2018)
  Random forest versus logistic regression: A large-scale benchmark experiment
  In: BMC Bioinformatics, Vol. 19, No. 1: pp. 1-14 (full text available)
  
• Probst, Philipp; Au, Quay; Casalicchio, Giuseppe; Stachl, Clemens; Bischl, Bernd (2017)
  Multilabel Classification with R Package mlr
  In: R Journal, Vol. 9, No. 1: pp. 352-369
  
• Probst, Philipp; Au, Quay; Casalicchio, Giuseppe; Stachl, Clemens; Bischl, Bernd (2017)
  Multilabel Classification with R Package mlr
  In: The R Journal
  
• Schiffner, Julia; Bischl, Bernd; Lang, Michel; Richter, Jakob; Jones, Zachary M.; Probst, Philipp; Pfisterer, Florian; Gallo, Mason; Kirchhoff, Dominik; Kühn, Tobias; Thomas, Janek; Kotthoff, Lars (2016)
  mlr Tutorial
  In: CoRR, Vol. abs/1609.06146
  

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Paper

• Couronné, Raphael; Probst, Philipp; Boulesteix, Anne-Laure (2017)
  Random forest versus logistic regression: a large-scale benchmark experiment
  (full text available)
  
• Probst, Philipp; Boulesteix, Anne-Laure (2017)
  To tune or not to tune the number of trees in random forest?
  
  
• Boulesteix, Anne-Laure; Janitza, Silke; Hornung, Roman; Probst, Philipp; Busen, Hannah; Hapfelmeier, Alexander (2016)
  Making Complex Prediction Rules Applicable for Readers: Current Practice in Random Forest Literature and Recommendations
  (full text available)