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Anzahl der Publikationen: 76
Monographie
Fahrmeir, Ludwig; Kneib, Thomas; Lang, Stefan und Marx, Brian
(2013):
Regression: Models, Methods and Applications.
Berlin: Springer-Verlag.
Fahrmeir, Ludwig; Kneib, Thomas und Lang, Stefan
(2009):
Regression - Modelle, Methoden und Anwendungen.
2nd edition. Berlin: Springer Verlag.
Herausgeberschaft
Kneib, Thomas und Tutz, Gerhard (Hrsg.)
(2010):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir.
Berlin; Heidelberg u.a.: Physica-Verlag.
Zeitschriftenartikel
Rügamer, David 
ORCID: https://orcid.org/0000-0002-8772-9202; Baumann, Philipp F. M.; Kneib, Thomas und Hothorn, Torsten
(2023):
Probabilistic time series forecasts with autoregressive transformation models.
In: Statistics and Computing, Bd. 33, Nr. 2
[PDF, 653kB]
ORCID: https://orcid.org/0000-0002-8772-9202; Baumann, Philipp F. M.; Kneib, Thomas und Hothorn, Torsten
(2023):
Probabilistic time series forecasts with autoregressive transformation models.
In: Statistics and Computing, Bd. 33, Nr. 2
[PDF, 653kB]
Säfken, Benjamin; Rügamer, David; Kneib, Thomas und Greven, Sonja
(2021):
Conditional Model Selection in Mixed-Effects Models with cAIC4.
In: Journal of Statistical Software, Bd. 99, Nr. 8: S. 1-30
Saefken, Benjamin und Kneib, Thomas
(2019):
Conditional covariance penalties for mixed models.
In: Scandinavian Journal of Statistics
Groll, Andreas; Kneib, Thomas; Mayr, Andreas und Schauberger, Gunther
(2018):
On the dependency of soccer scores - a sparse bivariate Poisson model for the UEFA European football championship 2016.
In: Journal of Quantitative Analysis in Sports, Bd. 14, Nr. 2: S. 65-79
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]
Bühlmann, Peter; Gertheiss, Jan; Hieke, Stefanie; Kneib, Thomas; Ma, Shuangge; Schumacher, Martin; Tutz, Gerhard; Wang, Ching-Yun; Wang, Zhu und Ziegler, Andreas
(2014):
Discussion of ``The Evolution of Boosting Algorithms'' and ``Extending Statistical Boosting''.
In: Methods of Information in Medicine, Bd. 53: S. 436-445
Säfken, Benjamin; Kneib, Thomas; Waveren, Clara-Sophie van und Greven, Sonja
(2014):
A Unifying Approach to the Estimation of the Conditional Akaike Information in Generalized Linear Mixed Models.
In: Electronic Journal of Statistics, Bd. 8: S. 201-225
Hothorn, Torsten; Kneib, Thomas und Bühlmann, Peter
(2014):
Conditional Transformation Models.
In: Journal of the Royal Statistical Society: Series B (Statistical Methodology), Bd. 76, Nr. 1: S. 3-27
Schulze Waltrup, Linda; Sobotka, Fabian; Kneib, Thomas und Kauermann, Göran
(2014):
Expectile and Quantile Regression - David and Goliath?
In: Statistical Modelling, Bd. 15, Nr. 5: S. 433-456
[PDF, 3MB]
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
Scheipl, Fabian; Kneib, Thomas und Fahrmeir, Ludwig
(2013):
Penalized likelihood and Bayesian function selection in regression models.
In: AStA (Advances in Statistical Analysis), Bd. 97: S. 349-385
Sobotka, Fabian; Kauermann, Göran; Schulze Waltrup, Linda und Kneib, Thomas
(2013):
On Confidence Intervals for Geoadditive Expectile Regression Models.
In: Statistics and Computing, Bd. 23, Nr. 2: S. 135-148
Scheipl, Fabian; Fahrmeir, Ludwig und Kneib, Thomas
(2012):
Spike-and-Slab Priors for Function Selection in Structured Additive Regression Models.
In: Journal of the American Statistical Association, Bd. 107, Nr. 500: S. 1518-1532
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
Heinzl, Felix; Kneib, Thomas und Fahrmeir, Ludwig
(2012):
Additive mixed models with Dirichlet process mixture and P-spline priors.
In: Advances in Statistical Analysis, Bd. 96, Nr. 1: S. 47-68
Kneib, Thomas; Konrath, Susanne und Fahrmeir, Ludwig
(2011):
High dimensional structured additive regression models: Bayesian regularization, smoothing and predictive performance.
In: Journal of the Royal Statistical Society: Series C (Applied Statistics), Bd. 60, Nr. 1: S. 51-70
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
Kneib, Thomas; Knauer, Felix und Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487
(2011):
A general approach to the analysis of habitat selection.
In: Environmental And Ecological Statistics, Bd. 18, Nr. 1: S. 1-25
ORCID: https://orcid.org/0000-0002-6372-2487
(2011):
A general approach to the analysis of habitat selection.
In: Environmental And Ecological Statistics, Bd. 18, Nr. 1: S. 1-25
Güthlin, Denise; Knauer, Felix; Kneib, Thomas; Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487; Kaczensky, Petra; Rauer, Georg; Jonozovic, Marko; Mustoni, Andrea und Jerina, Klemen
(2011):
Estimating habitat suitability and potential population size for brown bears in the eastern alps.
In: Biological Conservation, Bd. 144, Nr. 5: S. 1733-1741
ORCID: https://orcid.org/0000-0002-6372-2487; Kaczensky, Petra; Rauer, Georg; Jonozovic, Marko; Mustoni, Andrea und Jerina, Klemen
(2011):
Estimating habitat suitability and potential population size for brown bears in the eastern alps.
In: Biological Conservation, Bd. 144, Nr. 5: S. 1733-1741
Fenske, Nora; Kneib, Thomas und Hothorn, Torsten
(2011):
Identifying Risk Factors for Severe Childhood Malnutrition by Boosting Additive Quantile Regression.
In: Journal of the American Statistical Association, Bd. 106, Nr. 494: S. 494-510
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
Hothorn, Torsten; Müller, Jörg; Schröder, Boris; Kneib, Thomas und Brandl, Roland
(2011):
Decomposing environmental, spatial, and spatiotemporal components of species distributions.
In: Ecological Monographs, Bd. 81, Nr. 2: S. 329-347
Wiesenfarth, Manuel und Kneib, Thomas
(2010):
Bayesian geoadditive sample selection models.
In: Journal of the Royal Statistical Society: Series C (Applied Statistics), Bd. 59, Nr. 3: S. 381-404
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
Greven, Sonja und Kneib, Thomas
(2010):
On the behaviour of marginal and conditional AIC in linear mixed models.
In: Biometrika, Bd. 97, Nr. 4: S. 773-789
Fahrmeir, Ludwig; Kneib, Thomas und Konrath, Susanne
(2010):
Bayesian regularisation in structured additive regression: A unifying perspective on shrinkage, smoothing and predictor selection.
In: Statistics and Computing, Bd. 20, Nr. 2: S. 203-219
Bässler, Claus; Müller, Jörg; Hothorn, Torsten; Kneib, Thomas; Badeck, Frank und Dziock, Frank
(2010):
Estimation of the extinction risk for high-montane species as a consequence of global warming and assessment of their suitability as cross-taxon indicators.
In: Ecological Indicators, Bd. 10, Nr. 2: S. 341-352
Beyersmann, Jan; Kneib, Thomas; Schumacher, Martin und Gastmeier, Petra
(2009):
Nosocomial infection, length of stay and time-dependent bias.
In: Infection Control & Hospital Epidemiology, Bd. 30: S. 273-276
Alexopoulos, Panagiotis; Günther, Florian; Popp, Julius; Jessen, Frank; Peters, Oliver; Wolf, Stefanie; Kneib, Thomas; Kurz, Alexander; Richter-Schmidinger, Tanja; Lewczuk, Piotr; Bleich, Stefan; Wiltfang, Jens und Kornhuber, Johannes
(2009):
Plasma homocysteine and cerebrospinal fluid (CSF) neurodegeneration biomarkers in mild cognitive impairment (MCI) and dementia.
In: Journal of the American Geriatrics Society, Bd. 57, Nr. 4: S. 737-739
Fahrmeir, Ludwig und Kneib, Thomas
(2009):
Discussion on "Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations" by Rue, H., Martino, S. and Chopin, N.
In: Journal of the Royal Statistical Society B, Bd. 71
Kalus, Stefanie; Kneib, Thomas; Steiger, Axel; Holsboer, Florian und Yassouridis, Alexander
(2009):
A new strategy to analyze possible association structures between dynamic nocturnal hormone activities and sleep alterations in humans.
In: American Journal of Physiology- Regulatory, Integrative and Comparative Physiology, Bd. 296, Nr. 4: S. 1216-1227
Kneib, Thomas; Hothorn, Torsten und Tutz, Gerhard
(2009):
Variable Selection and Model Choice in Geoadditive Regression Models.
In: Biometrics, Bd. 65, Nr. 2: S. 626-634
Scheipl, Fabian und Kneib, Thomas
(2009):
Locally adaptive Bayesian P-splines with a normal-exponential-gamma prior.
In: Computational Statistics & Data Analysis, Bd. 53, Nr. 10: S. 3533-3552
Strasak, Alexander M.; Lang, Stefan; Kneib, Thomas; Brant, Larry J.; Klenk, Jochen; Hilbe, Wolfgang; Oberaigner, Willi; Ruttmann, Elfriede; Kaltenbacha, Lalit; Concin, Hans; Diem, Günter; Pfeiffer, Karl P.; Ulmer, Hanno und The VHM&PP Study Group
(2009):
Use of Penalized Splines in Extended Cox-Type Additive Hazard Regression to Flexibly Estimate the Effect of Time-varying Serum Uric Acid on Risk of Cancer Incidence: A Prospective, Population-based Study in 78,850 Men.
In: Annals of Epidemiology, Bd. 19, Nr. 1: S. 15-24
Strobl, Carolin; Boulesteix, Anne-Laure; Kneib, Thomas; Augustin, Thomas und Zeileis, Achim
(2008):
Conditional variable importance for random forests.
In: BMC Bioinformatics
9:307
[PDF, 396kB]
Kneib, Thomas und Hennerfeind, Andrea
(2008):
Bayesian semiparametric multi-state models.
In: Statistical Modelling, Bd. 8, Nr. 2: S. 169-198
[PDF, 2MB]
Paper
Groll, Andreas; Kneib, Thomas; Mayr, Andreas und Schauberger, Gunther
(22. Juli 2016):
Who’s the Favourite? – A Bivariate Poisson Model for the UEFA European Football Championship 2016.
Department of Statistics: Technical Reports, Nr. 195
[PDF, 588kB]
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]
Heinzl, Felix; Kneib, Thomas und Fahrmeir, Ludwig
(8. Oktober 2009):
Additive mixed models with Dirichlet process mixture and P-spline priors.
Department of Statistics: Technical Reports, Nr. 68
[PDF, 15MB]
Fenske, Nora; Kneib, Thomas und Hothorn, Torsten
(2. April 2009):
Identifying Risk Factors for Severe Childhood Malnutrition by Boosting Additive Quantile Regression.
Department of Statistics: Technical Reports, Nr. 52
[PDF, 946kB]
Kneib, Thomas; Konrath, Susanne und Fahrmeir, Ludwig
(23. Januar 2009):
High-dimensional Structured Additive Regression Models: Bayesian Regularisation, Smoothing and Predictive Performance.
Department of Statistics: Technical Reports, Nr. 46
[PDF, 671kB]
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]
Konrath, Susanne; Kneib, Thomas und Fahrmeir, Ludwig
(1. August 2008):
Bayesian Regularisation in Structured Additive Regression Models for Survival Data.
Department of Statistics: Technical Reports, Nr. 35
[PDF, 809kB]
Strobl, Carolin; Boulesteix, Anne-Laure; Kneib, Thomas; Augustin, Thomas und Zeileis, Achim
(28. März 2008):
Conditional Variable Importance for Random Forests.
Department of Statistics: Technical Reports, Nr. 23
[PDF, 394kB]
Scheipl, Fabian und Kneib, Thomas
(19. März 2008):
Locally Adaptive Bayesian P-Splines with a Normal-Exponential-Gamma Prior.
Department of Statistics: Technical Reports, Nr. 22
[PDF, 3MB]
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]
Kneib, Thomas; Knauer, Felix und Küchenhoff, Helmut ORCID: https://orcid.org/0000-0002-6372-2487
(2007):
A General Approach for the Analysis of Habitat Selection.
Department of Statistics: Technical Reports, Nr. 1
[PDF, 842kB]
ORCID: https://orcid.org/0000-0002-6372-2487
(2007):
A General Approach for the Analysis of Habitat Selection.
Department of Statistics: Technical Reports, Nr. 1
[PDF, 842kB]
Kneib, Thomas; Hothorn, Torsten und Tutz, Gerhard
(2007):
Variable Selection and Model Choice in Geoadditive Regression Models.
Department of Statistics: Technical Reports, Nr. 3
[PDF, 1MB]
Kneib, Thomas und Hennerfeind, Andrea
(2006):
Bayesian Semiparametric Multi-State Models.
Sonderforschungsbereich 386, Discussion Paper 502
[PDF, 1MB]
Fahrmeir, Ludwig und Kneib, Thomas
(2006):
Propriety of Posteriors in Structured Additive Regression Models: Theory and Empirical Evidence.
Sonderforschungsbereich 386, Discussion Paper 510
[PDF, 949kB]
Kneib, Thomas; Müller, Jörg und Hothorn, Torsten
(2006):
Spatial Smoothing Techniques for the Assessment of Habitat Suitability.
Sonderforschungsbereich 386, Discussion Paper 492
[PDF, 800kB]
Kneib, Thomas; Baumgartner, Bernhard und Steiner, Winfried J.
(2006):
Semiparametric Multinomial Logit Models for Analysing Consumer Choice Behaviour.
Sonderforschungsbereich 386, Discussion Paper 501
[PDF, 924kB]
Kneib, Thomas und Fahrmeir, Ludwig
(2005):
Supplement to "Structured additive regression for categorical space-time data: A mixed model approach".
Sonderforschungsbereich 386, Discussion Paper 431
[PDF, 1MB]
Kneib, Thomas
(2005):
Geoadditive hazard regression for interval censored survival times.
Sonderforschungsbereich 386, Discussion Paper 447
[PDF, 616kB]
Kneib, Thomas und Fahrmeir, Ludwig
(2004):
Structured additive regression for multicategorical space-time data: A mixed model approach.
Sonderforschungsbereich 386, Discussion Paper 377
[PDF, 520kB]
Kneib, Thomas und Fahrmeir, Ludwig
(2004):
A mixed model approach for structured hazard regression.
Sonderforschungsbereich 386, Discussion Paper 400
[PDF, 1MB]
Brezger, Andreas; Kneib, Thomas und Lang, S.
(2003):
BayesX: Analysing Bayesian structured additive regression models.
Sonderforschungsbereich 386, Discussion Paper 332
[PDF, 312kB]
Fahrmeir, Ludwig; Kneib, Thomas und Lang, S.
(2003):
Penalized additive regression for space-time data: a Bayesian perspective.
Sonderforschungsbereich 386, Discussion Paper 305
[PDF, 753kB]
Buchbeitrag
Fahrmeir, Ludwig; Kneib, Thomas und Lang, Stefan
(2013):
Bayesian Multilevel Models.
In: Scott, Marc; Simonoff, Jeffrey und Marx, Brian (Hrsg.):
The SAGE Handbook of Multilevel Modelling. Los Angeles: Sage. S. 53-72
Konrath, Susanne; Kneib, Thomas und Fahrmeir, Ludwig
(2013):
Bayesian smoothing, shrinkage and variable selection in hazard regression.
In: Becker, Claudia; Fried, Roland und Kuhnt, Sonja (Hrsg.):
Robustness and Complex Data Structures. Festschrift in Honour of Ursula Gather. Berlin: Springer. S. 149-170
Kneib, Thomas und Fahrmeir, Ludwig
(2011):
A Space-Time Study on Forest Health.
In: Chandler, Richard und Scott, Marian (Hrsg.):
Statistical Methods for Trend Detection and Analysis in the Environmental Sciences. Hoboken: Wiley & Sons. S. 333-358
Höhle, Michael
(2010):
Online Changepoint Detection in Categorical Time Series.
In: Kneib, Thomas und Tutz, Gerhard (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Berlin, Heidelberg: Physica-Verlag. S. 377-397
Heumann, Christian und Grenke, Moritz
(2010):
An efficient model averaging procedure for logistic regression models using a bayesian estimator with laplace prior.
In: Kneib, Thomas und Tutz, Gerhard (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 79-90
Kneib, Thomas; Brezger, Andreas und Crainiceanu, Ciprian M.
(2010):
Generalized semiparametric regression models with nonparametric effects of covariates measured with error.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 133-154
Robinzonov, Nikolay und Hothorn, Torsten
(2010):
Boosting for estimating spatially structured additive models.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 181-196
Strobl, Carolin; Dittrich, Christian; Seiler, Christian; Hackensperger, Sandra und Leisch, Friedrich
(2010):
Measurement and predictors of a negative attitude towards statistics among LMU students.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 217-230
Tutz, Gerhard ORCID: https://orcid.org/0000-0002-6628-3539 und Groll, Andreas
(2010):
Generalized linear mixed models based on boosting.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag, Springer. S. 197-215
ORCID: https://orcid.org/0000-0002-6628-3539 und Groll, Andreas
(2010):
Generalized linear mixed models based on boosting.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag, Springer. S. 197-215
Walter, Gero und Augustin, Thomas
(2010):
Bayesian Linear Regression - Different Conjugate Models and their (In)Sensitivity to Prior-Data Conflict.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 59-78
Schneeweiß, Hans und Ronning, Gerd
(2010):
Multiple linear panel regression with multiplicative random noise.
In: Kneib, Thomas (Hrsg.):
Statistical Modelling and Regression Structures - Festschrift in Honour of Ludwig Fahrmeir. Heidelberg: Physica-Verlag. S. 399-417
Mansmann, Ulrich; Schmidberger, Markus; Strobl, Ralf und Jurinovic, Vindi
(2010):
Indirect Comparison of Interaction Graphs.
In: Kneib, Thomas und Tutz, Gerhard (Hrsg.):
Statistical Modelling and Regression Structures -- Festschrift in Honour of Ludwig Fahrmeir. Physica-Verlag. S. 472
Kneib, Thomas
(2009):
Exploratory data analysis.
In:
Modern Computational Science 2009. Oldenburg: Oldenburg University Press.
Konferenzbeitrag
Oelker, Magret-Ruth; Sobotka, Fabian und Kneib, Thomas
(2014):
On (semiparametric) mode regression.
29th International Workshop on Statistical Modelling, Göttingen, 14.-18. Juli 2014.
Kneiba, Thomas; Sobotka, Fabian; Fahrenholz, Jan und Irmer, Henriette (Hrsg.):
In: Proceedings of the 29th International Workshop on Statistical Modelling,
S. 243-248