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Anzahl der Publikationen: 20
Zeitschriftenartikel
Stallhofer, Johannes; Veith, Lisa; Diegelmann, Julia; Probst, Philipp; Brand, Stephan; Schnitzler, Fabian; Olszak, Torsten; Toeroek, Helga; Mayerle, Julia; Stallmach, Andreas und 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, Bd. 13, Nr. 1, e00450
Herrmann, Moritz; Probst, Philipp; Hornung, Roman; Jurinovic, Vindi und Boulesteix, Anne-Laure
(2021):
Large-scale benchmark study of survival prediction methods using multi-omics data.
In: Briefings in Bioinformatics, Bd. 22, Nr. 3, bbaa167
Herrmann, Moritz; Probst, Philipp; Hornung, Roman; Jurinovic, Vindi und Boulesteix, Anne-Laure
(2020):
Large-scale benchmark study of survival prediction methods using multi-omics data.
In: Briefings in Bioinformatics: S. 1-15
[PDF, 545kB]
Rauen, Katrin; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus und 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, Bd. 18, Nr. 1, 166
[PDF, 1MB]
Remi, Jan; Shen, Sophie; Tacke, Moritz; Probst, Philipp; Gerstl, Lucia; Peraud, Aurelia; Kunz, Mathias; Vollmar, Christian; Noachtar, Soheyl und Borggraefe, Ingo
(2020):
Congruence and Discrepancy of Interictal and Ictal EEG With MRI Lesions in Pediatric Epilepsies.
In: Clinical Eeg and Neuroscience, Bd. 51, Nr. 6: S. 412-419
[PDF, 563kB]
Rauen, Katrin; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus und 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, Bd. 48, Nr. 8: S. 1157-1164
Rauen, Katrin; Spaeni, Claudia B.; Tartaglia, Maria Carmela; Ferretti, Maria Teresa; Reichelt, Lara; Probst, Philipp; Schaepers, Barbara; Müller, Friedemann; Jahn, Klaus und 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, Bd. 43, Nr. 1: S. 263-278
[PDF, 832kB]
Boulesteix, Anne-Laure; Janitza, Silke; Hornung, Roman; Probst, Philipp; Busen, Hannah und Hapfelmeier, Alexander
(2019):
Making complex prediction rules applicable for readers: Current practice in random forest literature and recommendations.
In: Biometrical Journal, Bd. 61, Nr. 5: S. 1314-1328
Probst, Philipp; Boulesteix, Anne-Laure und Bischl, Bernd
(2019):
Tunability: Importance of Hyperparameters of Machine Learning Algorithms.
In: Journal of Machine Learning Research, Bd. 20, 53
Poros, Balazs; Irlbeck, Thomas; Probst, Philipp; Volkmann, Alexander; Paprottka, Philipp; Bocker, Wolfgang; Irlbeck, Michael und 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. und Boulesteix, Anne-Laure
(2019):
Hyperparameters and tuning strategies for random forest.
In: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Bd. 9, Nr. 3, e1301
Probst, Philipp und Boulesteix, Anne-Laure
(2018):
To Tune or Not to Tune the Number of Trees in Random Forest.
In: Journal of Machine Learning Research, Bd. 18: S. 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 und Neurohr, Claus
(2018):
Asthma features in severe COPD: Identifying treatable traits.
In: Respiratory Medicine, Bd. 145: S. 89-94
Couronné, Raphael; Probst, Philipp und Boulesteix, Anne-Laure
(2018):
Random forest versus logistic regression: A large-scale benchmark experiment.
In: BMC Bioinformatics
19: S. 1-14
[PDF, 1MB]
Probst, Philipp; Au, Quay; Casalicchio, Giuseppe; Stachl, Clemens und Bischl, Bernd
(2017):
Multilabel Classification with R Package mlr.
In: R Journal, Bd. 9, Nr. 1: S. 352-369
Probst, Philipp; Au, Quay; Casalicchio, Giuseppe; Stachl, Clemens und 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 und Kotthoff, Lars
(2016):
mlr Tutorial.
In: CoRR, Bd. abs/1609.06146
Paper
Couronné, Raphael; Probst, Philipp und Boulesteix, Anne-Laure
(21. Juli 2017):
Random forest versus logistic regression: a large-scale benchmark experiment.
Department of Statistics: Technical Reports, Nr. 205
[PDF, 909kB]
Probst, Philipp und Boulesteix, Anne-Laure
(16. Mai 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 und Hapfelmeier, Alexander
(19. Dezember 2016):
Making Complex Prediction Rules Applicable for Readers: Current Practice in Random Forest Literature and Recommendations.
Department of Statistics: Technical Reports, Nr. 199
[PDF, 456kB]