Refereed Papers & Book Chapters
Statistical Methodology
- Pata, M. P., Kneib, T., Cadarso-Suárez, C., Lustres-Pérez, V. and Fernández-Pulpeiro, E. (2010)
Categorical Structured Additive Regression for Assessing Habitat Suitability in the Spatial Distribution of Mussel Seed Abundance
Environmetrics, to appear
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Mayr, A., Fenske, N., Hofner, B., Kneib, T. and Schmid, M. (2011)
GAMLSS for high-dimensional data - a flexible approach based on boosting
Applied Statistics, to appear
Preliminary version: Department of Statistics, Technical Report No. 98
- Heinzl, F., Kneib, T. and Fahrmeir, L. (2011)
Additive mixed models with Dirichlet process mixture and P-spline priors
Advances in Statistical Analysis, to appear
Preliminary version: Department of Statistics, Technical Report No. 68
- Fenske, N. Kneib, T. and Hothorn, T. (2011)
Identifying Risk Factors for Severe Childhood Malnutrition by Boosting Additive Quantile Regression
Journal of the American Statistical Association, to appear.
Preliminary version: Department of Statistics, Technical Report No. 52
- Hofner, B., Hothorn, T., Schmid, M. and Kneib, T. (2011)
A Framework for Unbiased Model Selection Based on Boosting
Journal of Computational and Graphical Statistics, to appear.
Preliminary version: Department of Statistics, Technical Report No. 72
- Sobotka, F. and Kneib, T. (2011)
Geoadditive Expectile Regression
Computational Statistics & Data Analysis, to appear.
- Kneib, T. and Fahrmeir, L. (2011, to appear):
A Space-Time Study on Forest Health.
In: Chandler, R. E. and Scott, M. (eds.): Statistical Methods for Trend Detection and Analysis in the Environmental Sciences
Wiley.
- Kneib, T., Knauer, F. and Küchenhoff, H. (2011):
A general approach to the analysis of habitat selection
Environmental and Ecological Statistics, to appear. Early Online Version
Preliminary version: Department of Statistics, Technical Report No. 1
- Hofner, B., Kneib, T., Hartl, W. and Küchenhoff, H. (2011)
Building Cox-Type Structured Hazard Regression Models with Time-Varying Effects
Statistical Modelling, 11, 3-24
Preliminary version: Department of Statistics, Technical Report No. 27
- Kneib, T., Konrath, S. and Fahrmeir, L. (2011)
High-dimensional Structured Additive Regression Models: Bayesian Regularisation, Smoothing and Predictive Performance
Applied Statistics, 60, 51-70.
Preliminary version: Department of Statistics, Technical Report No. 46
- Greven, S. and Kneib, T. (2010)
On the Behavior of Marginal and Conditional Akaike Information Criteria in Linear Mixed Models
Biometrika, 97, 773-789.
Preliminary version
- Krivobokova, T., Kneib, T. and Claeskens, G. (2010)
Simultaneous Confidence Bands for Penalized Spline Estimators
Journal of the American Statistical Association, 105, 852-863.
Preliminary version
- Wiesenfarth, M. and Kneib, T. (2010)
Bayesian Geoadditive Sample Selection Models
Applied Statistics, 59, 381-404.
- Cadarso-Suarez, C., Meira-Machado, L., Kneib, T. and Gude, F. (2010)
Flexible hazard ratio curves for continuous predictors in multi-state models: an application to breast cancer data
Statistical Modelling, 10, 291-314.
- Fahrmeir, L., Kneib, T. and Konrath, S. (2010)
Bayesian Regularisation in Structured Additive Regression: A Unifying Perspective on Shrinkage, Smoothing and Predictor Selection
Statistics and Computing, 20, 203-219.
- Kneib, T., Brezger, A., and Crainiceanu, C. M. (2010)
Generalized Semiparametric Regression Models with Nonparametric Effects of Covariates Measured with Error
In: Kneib, T. and Tutz, G. (eds.): Statistical Modelling and Regression Structures - Festschrift in the Honour of Ludwig Fahrmeir
Physica
- Kneib, T. (2010):
Exploratory Data Analysis
In: Leidl, R and Hartmann, A. (eds.): Modern Comutational Science 2010
Oldenburg University Press
- Kneib, T. (2010):
Semiparametric Regression
In: Leidl, R and Hartmann, A. (eds.): Modern Comutational Science 2010
Oldenburg University Press
- Kneib, T., Hothorn, T. and Tutz, G. (2009):
Variable Selection and Model Choice in Geoadditive Regression
Biometrics, 65, 626-634. Supplementary Material
Preliminary version: Department of Statistics, Technical Report No. 3
- Scheipl, F. and Kneib, T. (2009):
Locally Adaptive Bayesian P-Splines with a Normal-Exponential-Gamma Prior
Computational Statistics and Data Analysis, 53, 3533-3552.
Preliminary version: Department of Statistics, Technical Report 22
- Fahrmeir, L. and Kneib, T. (2009):
Discussion on "Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations" by Rue, H., Martino, S. and Chopin, N.
Journal of the Royal Statistical Society B, 71, 367.
- Fahrmeir, L. and Kneib, T. (2009):
Propriety of Postersiors in Structured Additive Regression Models: Theory and Empirical Evidence.
Journal of Statistical Planning and Inference, 139, 843-859.
Preliminary version: Discussion Paper 510, SFB 386
- Kneib, T. (2009):
Exploratory Data Analysis
In: Leidl, R and Hartmann, A. (eds.): Modern Comutational Science 2009
Oldenburg University Press
- Kneib, T., and Hennerfeind, A. (2008):
Bayesian Semiparametric Multi-State Models
Statistical Modelling, 8, 169-198.
Preliminary version: Discussion Paper 502, SFB 386.
- Strobl, C., Boulesteix, A.-L., Kneib, T., Augustin, T. and Zeileis, A. (2008)
Conditional Variable Importance for Random Forests
BMC Bioinformatics, 9:307.
Preliminary version: Department of Statistics, Technical Report No. 23
- Kneib, T., Müller, J. and Hothorn, T. (2008):
Spatial Smoothing Techniques for the Assessment of Habitat Suitability
Environmental and Ecological Statistics, 15, 343-364.
Preliminary version: Discussion Paper 492, SFB 386.
- Fahrmeir, L. and Kneib, T. (2008):
On the Identification of Trend and Correlation in Temporal and Spatial Regression
In: Shalab and Heumann, C. (eds.): Recent Advances in Linear Models and Related Areas
Springer
- Kneib, T. and Petzoldt, T. (2007):
Introduction to the Special Volume on 'Ecology and Ecological Modelling in R'
Journal of Statistical Software, 22(1).
- Kneib, T., Baumgartner, B. and Steiner, W. J. (2007):
Semiparametric Multinomial Logit Models for Analysing Consumer Choice Behaviour
AStA Advances in Statistical Analysis, 91, 225-244.
Preliminary version: SFB Discussion Paper 501
- Kneib, T. and Fahrmeir, L. (2007):
A mixed model approach for geoadditive hazard regression
Scandinavian Journal of Statistics, 34, 207-228
Preliminary version: SFB Discussion Paper 400
- Kneib, T. (2006):
Mixed model-based inference in geoadditive hazard regression for interval censored survival times
Computational Statistics and Data Analysis, 51, 777-792.
Preliminary version: SFB Discussion Paper 447.
- Kneib, T. and Fahrmeir, L. (2006):
Structured additive regression for categorical space-time data: A mixed model approach.
Biometrics, 62, 109-118.
Supplementary material: SFB DiscussionPaper 431
Preliminary version: SFB Discussion Paper 377
- Fahrmeir, L., Kneib, T. and Lang, S. (2004):
Penalized structured additive regression for space-time data: a Bayesian perspective.
Statistica Sinica, 14, 731-761.
Preliminary version: SFB Discussion Paper 305
Software
- Hothorn, T., Bühlmann, P., Kneib, T., Schmid, M. and Hofner, B. (2010)
Model-based Boosting 2.0
Journal of Machine Learning Reseach - Machine Learning Open Source Software, 11.
- Kneib, T., Belitz, C., Brezger, A. and Lang, S. (2008):
BayesX - Bayesian inference in structured additive regression
Software Highlight in ISBA Bulletin 15(1).
- Brezger, A., Kneib, T. and Lang, S. (2005):
BayesX: Analysing Bayesian structured additive regression models.
Journal of Statistical Software, 14 (11).
Preliminary version: SFB Discussion Paper 332
Applications
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Rocker, D., Kisand, V., Scholz-Böttcher, B., Kneib, T., Lemke, A., Rüllkötter, J. and Simon, M. (2011)
Differential decomposition of humic acids by marine and estuarine bacterial communities at varying salinities
Biogeochemistry, to appear
- Güthlin, D., Knauer, F., Kneib, T., Küchenhoff, H., Kaczensk, P., Rauer, G., Jonozovic, M. and Mustoni, A. (2011)
Estimating habitat suitability and potential population size for brown bears in the Eastern Alps
Biological Conservation, to appear
- Hothorn, T., Müller, J., Schröder, B., Kneib, T. and Brandl, R. (2010)
Decomposing Environmental, Spatial, and Spatiotemporal Components of Species Distributions
Ecological Monographs, to appear.
- Alexopoulos, P., Ebert, A., Richter-Schmidinger, T., Schöll, E., Natale, B., Aguilar, C., Gourzis, P., Weih, M., Perneczky, R., Diehl-Schmid. J., Kneib, T., Förstl, H., Kurz, A., Danek, A. and Kornhuber, J. (2010)
Validation of the German Addenbrooke’s Cognitive Examination - Revised for detecting mild cognitive impairment, mild dementia in Alzheimer’s disease and frontotemporal lobar degeneration
Dementia and Geriatric Cognitive Disorders, 29, 448-456.
- Bässler, C., Müller, J., Hothorn, T., Kneib, T., Badeck, F. and Dziock, F. (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
Ecological Indicators, 10, 341-352.
- Alexopoulos, P., Lehrl, S., Richter-Schmiedinger, T., Kreusslein, A., Hauenstein, T., Bayerl, F., Jung, P., Kneib, T., Kurz, A., Kornhuber, J. and Bleich, S. (2010)
Short-term influence of elevation of plasma homocysteine levels on cognitive function in young healthy adults
The Journal of Nutrition, Health and Aging, 14, 283-287
- Kalus, S., Kneib, T., Steiger, A., Holsboer, F. and Yassouridis, A. (2009)
A new strategy to analyze possible association structures between dynamic nocturnal hormone activities and sleep alterations in humans
American Journal of Physiology - Regulatory, Integrative and Comparative Physiology, 296, R1216 - R1227.
- Beyersmann, J., Kneib, T., Schumacher, M. and Gastmeier, P. (2009)
Nosocomial infection, length of stay and time-dependent bias
Infection Control & Hospital Epidemiology, 30, 273-276.
- Strasak, A. M., Lang, S., Kneib, T., Brant, L. J., Klenk, J., Hilbe, W., Oberaigner, W., Ruttmann, E., Kaltenbach, L., Concin, H., Diem, G., Pfeiffer, K. P., Ulmer, H. and 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 78850 Men
Annals of Epidemiology, 19, 15-24.
- Alexopoulos, P., Günther, F., Popp, J., Jessen, F., Peters, O., Wolf, S., Kneib, T., Kurz, A., Richter-Schmidinger, T., Lewczuk, P., Bleich, S., Wiltfang, J. and Kornhuber, J. (2009)
Plasma homocysteine and Cerebrospinal fluid (CSF) neurodegeneration biomarkers in Mild Cognitive Impairment (MCI) and dementia
Journal of the American Geriatrics Society, 57, 737-739.
- Moubarak, P., Zilker, S., Wolf, H., Hofner, B., Kneib, T., Küchenhoff, H., Jauch, K.-W. and Hartl. W. H. (2008):
Activity-guided antithrombin III therapy in severe surgical sepsis: Eficacy and safety according to a retrospective data analysis.
Shock, 30, 634-641.
- Weidinger, S., Baurecht, H., Wagenpfeil, S., Henderson, J., Novak, N., Sandilands, A., Chen, H., Rodriguez, E., O'Regan, G. M., Watson, R., Liao, H., Zhao, Y., Barker, J. N. W. N. , Allen, M., Reynolds, N., Meggit, S., Northstone, K., Smith, G. D., Strobl, C., Stahl, C., Kneib, T., Klopp, N. Bieber, T., Behrendt, H., Palmer, C. N. A., Wichmann, H.-E., Ring, J., Illig, T., McLean, W. H. I., Irvine, A.D. (2008):
Analysis of the individual and aggregate genetic contributions of previously identified SPINK5 , KLK7 and FLG polymorphisms to eczema risk.
The Journal of Allergy and Clinical Immunology, 122, 560-568.
- Müller, J., Bußler, H. and Kneib, T. (2008)
Saproxylic beetle assemblages related to silvicultural management intensity and stand structures in a beech forest in Southern Germany
Journal of Insect Conservation, 12, 107-124.