Veröffentlichungen / Publications
Artikel / Articles
A. Mayr, N. Fenske, B. Hofner, T. Kneib, M. Schmid (2012).
"GAMLSS for high-dimensional data - a flexible approach based on
boosting." Journal of
the Royal Statistical Society, Series C (Applied Statistics),
Early View.
(Abstract,
PDF)
- Dedicated software package: gamboostLSS now available on
CRAN.
C. P. Schneider, J. Fertmann, J. Miesen, H. Wolf, C.
Flexeder, B. Hofner, H. Küchenhoff, K.-W. Jauch, W. H. Hartl
(2012). "Short-term prognosis of critically ill surgical patients: The
impact of duration of invasive organ support therapies."
Journal of Critical
Care, 27: 73-82.
(Abstract,
PDF)
B. Hofner, T. Hothorn, T. Kneib, M. Schmid (2011).
"A Framework for Unbiased Model Selection Based on Boosting".
Journal of
Computational and Graphical Statistics, 20: 956-971.
(Abstract,
PDF,
Supplements)
B. Hofner, J. Müller, and T. Hothorn (2011).
"Monotonicity-Constrained Species Distribution Models".
Ecology, 92:1895-1901.
(Abstract,
PDF, Supplements)
K. Bayerlein, T. Kraus, I. Leinonen, D. Pilniok, A. Rotter, B.
Hofner, J. Schwitulla, W. Sperling, J. Kornhuber, T. Biermann (2011).
"Orexin A expression and promoter methylation in patients with
alcohol dependence comparing acute and protracted withdrawal".
Alcohol, 45:541-547.
(Abstract)
A. Mayr, N. Fenske, B. Hofner,T. Kneib, and M. Schmid
(2011). "Boosting Generalized Additive Models for Location, Scale and
Shape". In D. Conesa, A. Forte, A. Lopez-Quilez and F. Munoz
(eds.) Proceedings of the 26th
International Workshop on Statistical Modelling, pp. 384-389.
Valencia, Spain.
- Best student paper award of the IWSM 2011 was awarded to A. Mayr for this work.
A. Tzschoppe, E. Struwe, W. Rascher, H. Dörr, R. Schild, T. Goecke,
M. Beckmann, B. Hofner, J. Kratzsch, J. Dötsch (2011).
"Intrauterine growth restriction (IUGR) is associated with increased
leptin synthesis and binding capability in neonates".
Clinical Endocrinology, 74:459-466.
(Abstract,
PDF)
B. Hofner, T. Kneib, W. Hartl, H. Küchenhoff (2011).
"Building Cox-Type Structured Hazard Regression Models with
Time-Varying Effects."
Statistical Modelling: An
International Journal, 2011. 11:3-24.
(Abstract,
PDF)
T. Hothorn, P. Bühlmann, T. Kneib, M. Schmid and B. Hofner
(2010). "Model-based Boosting 2.0".
Journal of Machine Learning
Research, 11:2109-2113
(Abstract,
PDF) C. P. Schneider, J. Fertmann, S. Geiger, H. Wolf, H.
Biermeier, B. Hofner, H. Küchenhoff, K.-W. Jauch, W. H. Hartl (2010).
"Long-term survival after surgical critical illness: the impact of
prolonged organ support therapy."
Annals of
Surgery, 251(6):1145-1153.
(Abstract)
- This mauscript was awarded with the Georg Heberer Award 2011
(ger,
en).
C. P. Schneider, C. Seyboth, M. Vilsmaier, H. Küchenhoff, B.
Hofner, K.-W. Jauch, W. H. Hartl (2009). "Prognostic factors in
critically ill patients suffering from secondary peritonitis: a
retrospective observational survival time analysis." World Journal
of Surgery, 33:34-43.
(Abstract,
PDF) P. Moubarak, S. Zilker, H. Wolf, B. Hofner, T. Kneib, H.
Küchenhoff, K.-W. Jauch, W. H. Hartl (2008). "Activity-guided
antithrombin III therapy in severe surgical sepsis: Efficacy and
safety according to a retrospective data analysis".
Shock,
30:634-641.
(Abstract) J. Fertmann, H. Wolf, H. Küchenhoff, B. Hofner, K.W. Jauch
KW, W.H. Hartl (2008). "Prognostic factors in critically ill surgical
patients requiring continuous renal replacement therapy." Journal
of Nephrology, 21:909-918.
(Abstract)
Angenommen / Accepted
A. Mayr, B. Hofner, and M. Schmid (2012).
"The importance of knowing when to stop - a sequential stopping rule for component-wise gradient boosting".
Methods of Information in Medicine, accepted [2012-01-26].
Eingereicht / Submitted
B. Hofner, A. Mayr, N. Robinzonov and M. Schmid (2012).
"Model-based Boosting in R - A Hands-on Tutorial Using the R Package mboost".
Submitted.
B. Hofner, T. Hothorn, T. Kneib (2008). "Variable Selection
and Model Choice in Structured Survival Models".
Department of
Statistics, Technical Report No. 43.
Thesis (Diplomarbeit)
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