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Anzahl der Publikationen: 43
Zeitschriftenartikel
Li, Yingxia 
ORCID: https://orcid.org/0000-0002-4501-5834; Herold, Tobias ORCID: https://orcid.org/0000-0002-9615-9432; Mansmann, Ulrich ORCID: https://orcid.org/0000-0002-9955-8906 und Hornung, Roman ORCID: https://orcid.org/0000-0002-6036-1495
(2024):
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study.
In: BMC Medical Informatics and Decision Making, Bd. 24, 244
[PDF, 2MB]
ORCID: https://orcid.org/0000-0002-4501-5834; Herold, Tobias ORCID: https://orcid.org/0000-0002-9615-9432; Mansmann, Ulrich ORCID: https://orcid.org/0000-0002-9955-8906 und Hornung, Roman ORCID: https://orcid.org/0000-0002-6036-1495
(2024):
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study.
In: BMC Medical Informatics and Decision Making, Bd. 24, 244
[PDF, 2MB]
Hornung, Roman ORCID: https://orcid.org/0000-0002-6036-1495; Ludwigs, Frederik; Hagenberg, Jonas ORCID: https://orcid.org/0000-0002-1849-1106 und Boulesteix, Anne‐Laure ORCID: https://orcid.org/0000-0002-2729-0947
(2024):
Prediction approaches for partly missing multi‐omics covariate data: A literature review and an empirical comparison study.
In: WIREs Computational Statistics, Bd. 16, Nr. 1
[PDF, 3MB]
ORCID: https://orcid.org/0000-0002-6036-1495; Ludwigs, Frederik; Hagenberg, Jonas ORCID: https://orcid.org/0000-0002-1849-1106 und Boulesteix, Anne‐Laure ORCID: https://orcid.org/0000-0002-2729-0947
(2024):
Prediction approaches for partly missing multi‐omics covariate data: A literature review and an empirical comparison study.
In: WIREs Computational Statistics, Bd. 16, Nr. 1
[PDF, 3MB]
Li, Yingxia; Mansmann, Ulrich; Du, Shangming und Hornung, Roman
(5. Oktober 2022):
Benchmark study of feature selection strategies for multi-omics data.
In: BMC Bioinformatics, Bd. 23, Nr. 1
[PDF, 1MB]
Meidert, Agnes S. ORCID: https://orcid.org/0000-0002-5212-9071; Hornung, Roman; Christmann, Tina; Aue, Elisa; Dahal, Chetana; Dolch, Michael E. und Briegel, Josef
(2022):
Do higher alarm thresholds for arterial blood pressure lead to less perioperative hypotension? A retrospective, observational cohort study.
In: Journal of Clinical Monitoring and Computing, Bd. 37: S. 725-785
[PDF, 903kB]
ORCID: https://orcid.org/0000-0002-5212-9071; Hornung, Roman; Christmann, Tina; Aue, Elisa; Dahal, Chetana; Dolch, Michael E. und Briegel, Josef
(2022):
Do higher alarm thresholds for arterial blood pressure lead to less perioperative hypotension? A retrospective, observational cohort study.
In: Journal of Clinical Monitoring and Computing, Bd. 37: S. 725-785
[PDF, 903kB]
Hornung, Roman
(2022):
Diversity Forests: Using Split Sampling to Enable Innovative Complex Split Procedures in Random Forests.
In: SN Computer Science, Bd. 3, 1
[PDF, 1MB]
Du, Shangming; Mansmann, Ulrich ORCID: https://orcid.org/0000-0002-9955-8906; Geisler, Benjamin P.; Li, Yingxia und Hornung, Roman
(2022):
A Diagnostic Model for Kawasaki Disease Based on Immune Cell Characterization From Blood Samples.
In: Frontiers in Pediatrics, Bd. 9, 769937
[PDF, 9MB]
ORCID: https://orcid.org/0000-0002-9955-8906; Geisler, Benjamin P.; Li, Yingxia und Hornung, Roman
(2022):
A Diagnostic Model for Kawasaki Disease Based on Immune Cell Characterization From Blood Samples.
In: Frontiers in Pediatrics, Bd. 9, 769937
[PDF, 9MB]
Hornung, Roman und Boulesteix, Anne-Laure
(2022):
Machine learning for knowledge discovery with R: Methodologies for modeling, inference and prediction.
In: Biometrical Journal, Bd. 64, Nr. 4: S. 822-823
Hornung, Roman und Boulesteix, Anne-Laure
(2022):
Interaction forests: Identifying and exploiting interpretable quantitative and qualitative interaction effects.
In: Computational Statistics & Data Analysis, Bd. 171, 107460
Li, Yingxia; Mansmann, Ulrich; Du, Shangming und Hornung, Roman
(2021):
Synergistic Effects of Different Levels of Genomic Data for the Staging of Lung Adenocarcinoma: An Illustrative Study.
In: Genes, Bd. 12, Nr. 12, 1872
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
Günther, Sabina P. W.; Hornung, Roman; Joskowiak, Dominik; Vlachea, Polyxeni; Feil, Katharina; Orban, Martin; Peterss, Sven; Born, Frank; Hausleiter, Jörg; Maßberg, Steffen und Hagl, Christian
(2021):
Extracorporeal life support in therapy-refractory cardiocirculatory failure: looking beyond 30 days.
In: Interactive Cardiovascular and Thoracic Surgery, Bd. 32, Nr. 4: S. 607-615
Li, Yingxia; Mansmann, Ulrich ORCID: https://orcid.org/0000-0002-9955-8906; Du, Shangming und Hornung, Roman
(2021):
Synergistic Effects of Different Levels of Genomic Data for the Staging of Lung Adenocarcinoma: An Illustrative Study.
In: Genes, Bd. 12, Nr. 12
[PDF, 3MB]
ORCID: https://orcid.org/0000-0002-9955-8906; Du, Shangming und Hornung, Roman
(2021):
Synergistic Effects of Different Levels of Genomic Data for the Staging of Lung Adenocarcinoma: An Illustrative Study.
In: Genes, Bd. 12, Nr. 12
[PDF, 3MB]
Cheng, Weiting; Hornung, Roman; Xu, Kai; Yang, Cai Hong und Li, Jian
(2021):
Complement C3 identified as a unique risk factor for disease severity among young COVID-19 patients in Wuhan, China.
In: Scientific Reports, Bd. 11, Nr. 7857
[PDF, 1MB]
Guenther, Sabina P. W.; Hornung, Roman; Joskowiak, Dominik; Vlachea, Polyxeni; Feil, Katharina; Orban, Martin; Peterss, Sven; Born, Frank; Hausleiter, Jörg; Massberg, Steffen und Hagl, Christian
(2021):
Extracorporeal life support in therapy-refractory cardiocirculatory failure: looking beyond 30 days.
In: Interactive CardioVascular and Thoracic Surgery, Bd. 32, Nr. 4: S. 607-615
Fuchs, Mathias; Hornung, Roman; Boulesteix, Anne-Laure und Bin, Riccardo de
(Dezember 2020):
On the asymptotic behaviour of the variance estimator of a U-statistic.
In: Journal of Statistical Planning and Inference, Bd. 209: S. 101-111
Samaga, Daniel; Hornung, Roman; Braselmann, Herbert; Hess, Julia; Zitzelsberger, Horst; Belka, Claus; Boulesteix, Anne-Laure und Unger, Kristian
(2020):
Single-center versus multi-center data sets for molecular prognostic modeling: a simulation study.
In: Radiation Oncology, Bd. 15, Nr. 1: S. 109
[PDF, 1MB]
Li, Hanwei; Wieser, Andreas; Zhang, Jiang; Liss, Ingrid; Markwardt, Daniel; Hornung, Roman; Neumann-Cip, Anna C.; Mayerle, Julia; Gerbes, Alexander und Steib, Christian J.
(2020):
Patients with cirrhosis and SBP: Increase in multidrug-resistant organisms and complications.
In: European Journal of Clinical Investigation, Bd. 50, Nr. 2, e13198
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]
Boulesteix, Anne-Laure; Groenwold, Rolf H. H.; Abrahamowicz, Michal; Binder, Harald; Briel, Matthias; Hornung, Roman; Morris, Tim P.; Rahnenführer, Jörg und Sauerbrei, Willi
(2020):
Introduction to statistical simulations in health research.
In: BMJ Open, Bd. 10, Nr. 12, e039921
[PDF, 567kB]
Ellenbach, Nicole; Boulesteix, Anne-Laure; Bischl, Bernd; Unger, Kristian und Hornung, Roman
(2020):
Improved Outcome Prediction Across Data Sources Through Robust Parameter Tuning.
In: Journal of Classification, Bd. 38: S. 212-231
[PDF, 709kB]
Hornung, Roman und Wright, Marvin N.
(2019):
Block Forests: random forests for blocks of clinical and omics covariate data.
In: BMC Bioinformatics
20:358
[PDF, 1MB]
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
Wieser, Andreas; Li, Hanwei; Zhang, Jiang; Liss, Ingrid; Markwardt, Daniel; Hornung, Roman; Suerbaum, Sebastian; Mayerle, Julia; Gerbes, Alexander L. und Steib, Christian J.
(2019):
Evaluating the best empirical antibiotic therapy in patients with acute-on-chronic liver failure and spontaneous bacterial peritonitis.
In: Digestive and Liver Disease, Bd. 51, Nr. 9: S. 1300-1307
Janitza, Silke und Hornung, Roman
(2018):
On the overestimation of random forest's out-of-bag error.
In: PLOS ONE 13(8), e0201904 [PDF, 3MB]
In: PLOS ONE 13(8), e0201904 [PDF, 3MB]
Klau, Simon; Jurinovic, Vindi; Hornung, Roman; Herold, Tobias und Boulesteix, Anne-Laure
(2018):
Priority-Lasso: a simple hierarchical approach to the prediction of clinical outcome using multi-omics data.
In: BMC Bioinformatics
:19:322
[PDF, 1MB]
Hornung, Roman; Jurinovic, Vindi; Batcha, Aarif M. N.; Bamopoulos, Stefanos A.; Rothenberg-Thurley, Maja; Amler, Susanne; Sauerland, Maria Cristina; Berdel, Wolfgang E.; Wörmann, Bernhard J.; Bohlander, Stefan K.; Braess, Jan; Hiddemann, Wolfgang; Lehmann, Sören; Mareschal, Sylvain; Spiekermann, Karsten; Metzeler, Klaus H.; Herold, Tobias und Boulesteix, Anne-Laure
(2018):
Mediation analysis reveals common mechanisms of RUNX1 point mutations and RUNX1/RUNX1T1 fusions influencing survival of patients with acute myeloid leukemia.
In: Scientific Reports, Bd. 8, Nr. 1: S. 1-13
[PDF, 1MB]
Meidert, Agnes S.; Nold, Johanna S.; Hornung, Roman; Paulus, Alexander C.; Zwißler, Bernhard und Czerner, Stephan
(2017):
The impact of continuous non-invasive arterial blood pressure monitoring on blood pressure stability during general anaesthesia in orthopaedic patients A randomised trial.
In: European Journal of Anaesthesiology, Bd. 34, Nr. 11: S. 716-722
Hornung, Roman; Causeur, David; Bernau, Christoph und Boulesteix, Anne-Laure
(2016):
Improving cross-study prediction through addon batch effect adjustment or addon normalization.
In: Bioinformatics, Bd. 33, Nr. 3: S. 397-404
Hornung, Roman; Boulesteix, Anne-Laure und Causeur, D.
(2016):
Combining location-and-scale batch effect adjustment with data cleaning by latent factor adjustment.
In: BMC Bioinformatics, Bd. 17, Nr. 1: S. 27
[PDF, 851kB]
Hornung, Roman; Bernau, Christoph; Truntzer, Caroline; Wilson, Rory; Stadler, Thomas und Boulesteix, Anne-Laure
(2015):
A measure of the impact of CV incompleteness on prediction error estimation with application to PCA and normalization.
In: BMC Medical Research Methodology
15:95
[PDF, 703kB]
Paper
Hornung, Roman und Boulesteix, Anne-Laure
(9. März 2021):
Interaction Forests: Identifying and exploiting interpretable quantitative and qualitative interaction effects.
Department of Statistics: Technical Reports, Nr. 237
[PDF, 805kB]
Hornung, Roman
(8. September 2020):
Diversity Forests: Using Split Sampling to Allow for Complex Split Procedures in Random Forest.
Department of Statistics: Technical Reports, Nr. 234
[PDF, 500kB]
Schüller, Nicole; Boulesteix, Anne-Laure; Bischl, Bernd; Unger, Kristian und Hornung, Roman
(18. März 2019):
Improved outcome prediction across data sources through robust parameter tuning.
Department of Statistics: Technical Reports, Nr. 221
[PDF, 522kB]
Hornung, Roman und Wright, Marvin N.
(20. Dezember 2018):
Block Forests: random forests for blocks of clinical and omics covariate data.
Department of Statistics: Technical Reports, Nr. 219
[PDF, 432kB]
Klau, Simon; Jurinovic, Vindi; Hornung, Roman; Herold, Tobias und Boulesteix, Anne-Laure
(23. November 2017):
Priority-Lasso: a simple hierarchical approach to the prediction of clinical outcome using multi-omics data.
Department of Statistics: Technical Reports, Nr. 213
[PDF, 528kB]
Hornung, Roman
(23. Oktober 2017):
Ordinal Forests.
Department of Statistics: Technical Reports, Nr. 212
[PDF, 470kB]
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]
Hornung, Roman; Causeur, David; Bernau, Christoph und Boulesteix, Anne-Laure
(8. Juni 2016):
Improving cross-study prediction through addon batch effect adjustment and addon normalization.
Department of Statistics: Technical Reports, Nr. 194
[PDF, 481kB]
Hornung, Roman; Boulesteix, Anne-Laure und Causeur, David
(22. September 2015):
Combining location-and-scale batch effect adjustment with data cleaning by latent factor adjustment.
Department of Statistics: Technical Reports, Nr. 184
[PDF, 525kB]
Hornung, Roman; Bernau, Christoph; Truntzer, Caroline; Stadler, Thomas und Boulesteix, Anne-Laure
(16. April 2014):
Full versus incomplete cross-validation: measuring the impact of imperfect separation between training and test sets in prediction error estimation.
Department of Statistics: Technical Reports, Nr. 159
[PDF, 580kB]
Fuchs, Mathias; Hornung, Roman; De Bin, Riccardo und Boulesteix, Anne-Laure
(12. November 2013):
A U-statistic estimator for the variance of resampling-based error estimators.
Department of Statistics: Technical Reports, Nr. 148
[PDF, 323kB]
LMU München: Studienabschlussarbeit
Hornung, Roman
(2011):
Analyse von Wildunfalldaten mit
Hilfe räumlicher Poissonprozesse.
Masterarbeit,
Fakultät für Mathematik, Informatik und Statistik, Ludwig-Maximilians-Universität München.
[PDF, 14MB]