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Anzahl der Publikationen: 21
Hochschulschrift
Hofner, Benjamin
(2008):
Variable Selection and Model Choice in Survival Models with Time-Varying Effects.
Diplomarbeit,
Ludwig-Maximilians-Universität München
[PDF, 41MB]
[PDF, 41MB]
Zeitschriftenartikel
Casalicchio, Giuseppe; Bossek, Jakob; Lang, Michel; Kirchhoff, Dominik; Kerschke, Pascal; Hofner, Benjamin; Seibold, Heidi; Vanschoren, Joaquin und Bischl, Bernd
(2019):
OpenML: An R package to connect to the machine learning platform OpenML.
In: Computational Statistics, Bd. 34, Nr. 3: S. 977-991
Mayr, Andreas und Hofner, Benjamin
(2018):
Boosting for statistical modelling: A non-technical introduction.
In: Statistical Modelling, Bd. 18, Nr. 3-4: S. 365-384
[PDF, 1MB]
Thomas, Janek; Mayr, Andreas; Bischl, Bernd; Schmid, Matthias; Smith, Adam und Hofner, Benjamin
(2018):
Gradient boosting for distributional regression: faster tuning and improved variable selection via noncyclical updates.
In: Statistics and Computing, Bd. 28, Nr. 3: S. 673-687
Mayr, Andreas; Hofner, Benjamin; Waldmann, Elisabeth; Hepp, Tobias; Meyer, Sebastian und Gefeller, Olaf
(2017):
An Update on Statistical Boosting in Biomedicine.
In: Computational and Mathematical Methods in Medicine, Bd. 2017, 6083072
[PDF, 528kB]
Gefeller, Olaf; Hofner, Benjamin; Mayr, Andreas und Waldmann, Elisabeth
(2017):
Predictive Modelling Based on Statistical Learning in Biomedicine.
In: Computational and Mathematical Methods in Medicine, Bd. 2017, 4041736
[PDF, 282kB]
Friedrichs, Stefanie; Manitz, Juliane; Burger, Patricia; Amos, Christopher I.; Risch, Angela; Chang-Claude, Jenny; Wichmann, Heinz-Erich; Kneib, Thomas; Bickeböller, Heike und Hofner, Benjamin
(2017):
Pathway-Based Kernel Boosting for the Analysis of Genome-Wide Association Studies.
In: Computational and Mathematical Methods in Medicine, Bd. 2017, 6742763
[PDF, 866kB]
Hofner, Benjamin; Hothorn, Torsten und Kneib, Thomas
(2013):
Variable Selection and Model Choice in Structured Survival Models.
In: Computational Statistics, Bd. 28, Nr. 3: S. 1079-1101
Schneider, Christian P.; Fertmann, Jan; Miesen, Johannes; Wolf, Hilde; Flexeder, Claudia; Hofner, Benjamin; Küchenhoff, Helmut 
ORCID: https://orcid.org/0000-0002-6372-2487; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2012):
Short-term prognosis of critically ill surgical patients: The impact of duration of invasive organ support therapies.
In: Journal of Critical Care, Bd. 27, Nr. 1: S. 73-82
ORCID: https://orcid.org/0000-0002-6372-2487; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2012):
Short-term prognosis of critically ill surgical patients: The impact of duration of invasive organ support therapies.
In: Journal of Critical Care, Bd. 27, Nr. 1: S. 73-82
Mayr, Andreas; Fenske, Nora; Hofner, Benjamin; Kneib, Thomas und Schmid, Matthias
(2012):
Generalized additive models for location scale and shape for high-dimensional data - a flexible approach based on boosting.
In: Journal of the Royal Statistical Society, Series C (Applied Statistics), Bd. 61: S. 403-427
Hofner, Benjamin; Mayr, Andreas; Robinzonov, Nikolay und Schmid, Matthias
(2012):
Model-based boosting in R: a hands-on tutorial using the R package mboost.
In: Computational Statistics: S. 1-33
Hofner, Benjamin; Hothorn, Torsten; Kneib, Thomas und Schmid, Matthias
(2011):
A framework for unbiased model selection based on boosting.
In: Journal of Computational and Graphical Statistics, Bd. 20, Nr. 4: S. 956-971
Hofner, Benjamin; Kneib, Thomas; Hartl, Wolfgang H. und Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487
(2011):
Building cox-type structured hazard regression models with time-varying effects.
In: Statistical Modelling, Bd. 11, Nr. 1: S. 3-24
ORCID: https://orcid.org/0000-0002-6372-2487
(2011):
Building cox-type structured hazard regression models with time-varying effects.
In: Statistical Modelling, Bd. 11, Nr. 1: S. 3-24
Schneider, Christian P.; Fertmann, Jan; Geiger, Simon; Wolf, Hilde; Biermaier, Helga; Hofner, Benjamin; Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2010):
Long-term survival after surgical critical illness the impact of prolonged preceding organ support therapy.
In: Annals of Surgery, Bd. 251, Nr. 6: S. 1145-1153
ORCID: https://orcid.org/0000-0002-6372-2487; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2010):
Long-term survival after surgical critical illness the impact of prolonged preceding organ support therapy.
In: Annals of Surgery, Bd. 251, Nr. 6: S. 1145-1153
Hothorn, Torsten; Bühlmann, Peter; Kneib, Thomas; Schmid, Matthias und Hofner, Benjamin
(2010):
Model-based boosting 2.0.
In: Journal of Machine Learning Research, Bd. 11: S. 1851-1855
Schneider, Christian P.; Seyboth, Carol; Vilsmaier, Markus; Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487; Hofner, Benjamin; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2009):
Prognostic factors in critically ill patients suffering from secondary peritonitis: A retrospective, observational, survival time analysis.
In: World Journal of Surgery, Bd. 33, Nr. 1: S. 34-43
ORCID: https://orcid.org/0000-0002-6372-2487; Hofner, Benjamin; Jauch, Karl-Walter und Hartl, Wolfgang H.
(2009):
Prognostic factors in critically ill patients suffering from secondary peritonitis: A retrospective, observational, survival time analysis.
In: World Journal of Surgery, Bd. 33, Nr. 1: S. 34-43
Paper
Hofner, Benjamin; Mayr, Andreas; Robinzonov, Nikolay und Schmid, Matthias
(14. Februar 2012):
Model-based Boosting in R: A Hands-on Tutorial Using the R Package mboost.
Department of Statistics: Technical Reports, Nr. 120
[PDF, 784kB]
Mayr, Andreas; Fenske, Nora; Hofner, Benjamin; Kneib, Thomas und Schmid, Matthias
(13. Dezember 2010):
GAMLSS for high-dimensional data – a flexible approach based on boosting.
Department of Statistics: Technical Reports, Nr. 98
[PDF, 2MB]
Hofner, Benjamin; Hothorn, Torsten; Kneib, Thomas und Schmid, Matthias
(10. Dezember 2009):
A Framework for Unbiased Model Selection Based on Boosting.
Department of Statistics: Technical Reports, Nr. 72
[PDF, 914kB]
Hofner, Benjamin; Hothorn, Torsten und Kneib, Thomas
(27. November 2008):
Variable Selection and Model Choice in Structured Survival Models.
Department of Statistics: Technical Reports, Nr. 43
[PDF, 1MB]
Hofner, Benjamin; Kneib, Thomas; Hartl, Wolfgang und Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487
(2008):
Building Cox-Type Structured Hazard Regression Models with Time-Varying Effects.
Department of Statistics: Technical Reports, Nr. 27
Statistical Modelling (to appear)
[PDF, 517kB]
ORCID: https://orcid.org/0000-0002-6372-2487
(2008):
Building Cox-Type Structured Hazard Regression Models with Time-Varying Effects.
Department of Statistics: Technical Reports, Nr. 27
Statistical Modelling (to appear)
[PDF, 517kB]