UNIVERSITY OF COLOGNE

Peer-Reviewed Publications and Book Chapters

1. Umlauf, N., Klein, N. and Zeileis, A. (2017)
   BAMLSS: Bayesian Additive Models forLocation, Scale and Shape (and Beyond).
   To appear in Journal of Computational and Graphical Statistics.
2. Michaelis, P., Klein, N. and Kneib, T. (2017)
   Bayesian Multivariate Distributional Regression with Skewed Responses and Skewed Random Effects.
   To appear in Journal of Computational and Graphical Statistics.
3. Duarte, E., de Sousa, B., Cadarso Suárez, C., Klein, N., Kneib, T. and Rodrigues, V. (2017)
   Studying the relationship between a woman's reproductive life span and age at menarche using a Bayesian multivariate structured additive distributional regression model. To appear in Biometrical Journal.
4. Thaden, H., Pata, M. P., Klein, N., Cadarso Suarez, C. and Kneib, T. (2017)
   Integrating Multivariate Conditionally Autoregressive Spatial Priors into Recursive Bivariate Models for Analyzing Environmental Sensitivity of Mussels.
   To appear in Spatial Statistics.
5. Mamouridis, V., Klein, N., Kneib, T., Cadarso Suarez, C. and Maynou, F. (2016)
   Structured Additive Distributional Regression for Analyzing Landings per Unit Effort Indices in Fisheries Research.
   To appear in Mathematical Biosciences.
6. Waldmann, E., Taylor-Robinson D., Klein N., Kneib T., Pressler T., Schmid, M. and Mayr, A.(2016):
   Boosting Joint Models for Longitudinal and Time-to-Event Data.
   To appear in Biometrical Journal.
7. Klein, N. and Kneib, T. (2016)
   Scale-Dependent Priors for Variance Parameters in Structured Additive Distributional Regression.
   Bayesian Analysis, 11, 1071-1106, doi:10.1214/15-BA983.
8. Kormann, U., Scherber, C., Tscharnke, T. Klein, N., Larbig, M, Valente, J., Hadley, A. and Betts, M. (2016)
   Corridors Restore Animal-Mediated Pollination in Fragmented Tropical Forest Landscapes.
   Proceedings of the Royal Society B, 283, doi:10.1098/rspb.2015.2347.
9. März, A., Klein, N., Kneib, T. and Mußhoff, O. (2016)
   Analysing farmland rental rates using Bayesian geoadditive quantile regression.
   European Review of Agricultural Economics, 43, 663-–698, doi:10.1093/erae/jbv028.
10. Klein, N. and Kneib, T. (2016)
    Simultaneous Inference in Structured Additive Conditional Copula Regression Models: A Unifying Bayesian Approach.
    Statistics and Computing, 26, 841--860, doi:10.1007/s11222-015-9573-6.
11. Klein, N., Kneib, T., Lang, S. and Sohn, A. (2015)
    Bayesian Structured Additive Distributional Regression with an Application to Regional Income Inequality in Germany.
    Annals of Applied Statistics, 9, 1024-1052.
12. Herwartz, H., Klein, N. and Strumann, C. (2016)
    Modelling hospital admission and length of stay by means of generalised count data models.
    Journal of Applied Econometrics, 6, 1159-1182, doi:10.1002/jae.2454.
13. Sohn, A., Klein, N. and Kneib, T. (2015)
    A Semiparametric Analysis of Conditional Income Distributions.
    Schmollers Jahrbuch - Journal of Applied Science Studies, 135, 13-22, doi:10.3790/schm.135.1.13.
14. Klein, N., Kneib, T., Klasen, S. and Lang, S. (2015)
    Bayesian Structured Additive Distributional Regression for Multivariate Responses.
    Journal of the Royal Statistical Society: Series C, 64, 569-591, doi:10.1111/rssc.12090.
15. Klein, N., Kneib, T. and Lang, S. (2015)
    Bayesian Generalized Additive Models for Location, Scale and Shape for Zero-Inflated and Overdispersed Count Data.
    Journal of the American Statistical Association, 110, 405-419, doi:10.1080/01621459.2014.912955.
16. Klein, N., Denuit, M., Lang, S. and Kneib, T. (2014)
    Nonlife ratemaking and risk management with Bayesian generalized additive models for location, scale, and shape.
    Insurance: Mathematics and Economics, 55, 225-249.
17. Razen, A., Brunauer, W., Klein, N., Lang, S. and Umlauf, N. (2014)
    Hedonic House Price Modeling based on Multilevel Structured Additive Regression,
    to appear in Computational Approaches for Urban Economics, Springer Verlag. Edited by Helbich, M., Jokar, J. und Leitner, M.