Publications

See my Google Scholar entries for a complete list. Below you find some key publications and recent working papers.

Key Publications

• Multivariate Conditional Transformation Models pdf

  N. Klein, T. Hothorn, L. Barbanti and T. Kneib
  Scandinavian Journal of Statistics, 49(1), 116-142, 2022

• Marginally Calibrated Deep Distributional Regression pdf

  N. Klein, D. J. Nott and M. S. Smith
  Journal of Computational and Graphical Statistics, 30(2), 467-483, 2021

• Bayesian Variable Selection for Non-Gaussian Responses: A marginally-calibrated Copula Approach pdf

  N. Klein and M. S. Smith
  Biometrics, 77, 809-823, 2021

• Bayesian Inference for Regression Copulas pdf

  M. S. Smith and N. Klein
  Journal of Business and Economic Statistics, 39, 712-728, 2021

• Modelling Regional Patterns of Infficiency: A Bayesian Approach to Geoadditive Panel Stochastic Frontier Analysis with an Application to Cereal Production in England and Wales pdf

  N. Klein, H. Herwartz and T. Kneib
  Journal of Econometrics, 214, 513-539, 2020

• Implicit Copulas from Bayesian Regularized Regression Smoothers pdf

  N. Klein and M. S. Smith
  Bayesian Analysis, 14, 1143-1171, 2019

• BAMLSS: Bayesian Additive Models for Location, Scale and Shape (and Beyond) pdf

  Umlauf, N., Klein, N. and Zeileis, A.
  Journal of Computational and Graphical Statistics, 27, 612-627, 2018

• Modelling Hospital Admission and Length of Stay by Means of Generalised Count Data Models pdf

  Herwartz, H., Klein, N., and Strumann, C.
  Journal of Applied Econometrics, 6, 1159-1182, 2016

• Bayesian Generalized Additive Models for Location, Scale and Shape for Zero-Inflated and Overdispersed Count Data pdf

  Klein, N., Kneib, T. and Lang, S.
  Journal of the American Statistical Association, 110, 405-419, 2015

• Bayesian Structured Additive Distributional Regression with an Application to Regional Income Inequality in Germany pdf

  Klein, N., Kneib, T., Lang, S. and Sohn, A.
  Annals of Applied Statistics, 9, 1024-1052, 2015

Working Papers

• Farm Structure and Environmental Context drive Farmers' Decisions on the Allocation of Ecological Focus Areas in Germany

  V. Alarcón-Segura, S. Roilo, A. Paulus, M. Beckmann, N. Klein and A. Cord, 2022
  Submitted. Available on request.

• Anisotropic Multidimensional Smoothing using Bayesian Tensor Product P-Splines pdf

  P. Bach and N. Klein, 2022

• MultiFlags: Multi-Class Size Recommendations for Fashion E-Commerce

  H. Boeddeker, N. Klein, L. Lefakis, A. Weffer, L. Karessli and M. Shirvany, 2022
  Submitted. Available on request.

• Learning Causal Graphs in Manufacturing Domains Using Structural Equation Model

  M. Kertel, S. Harmeling, M. Pauly and N. Klein, 2022
  Submitted to International Journal of Semantic Computing. Available on request.

• Incorporating Actor Heterogeneity Into Large Network Models through Variational Approximations pdf

  N. Klein and G. Kauermann, 2022

• Intergenerational Social Mobility in the United States: A Multivariate Analysis using Bayesian Distributional Regression

  A. März, N. Klein, T. Kneib and O. Mußhoff, 2022
  Submitted. Available on request.

• Estimating Uncertainty in Real Estate Valuation: A Multilevel Approach based on Distributional and Quantile Regression

  A. Razen, W. Brunauer, N. Klein, T. Kneib, S. Lang and N. Umlauf, 2022
  Submitted to Statistical Modelling.

• A Multidimensional Approach is needed to better quantify Land-Use Intensity in Biodiversity Models

  S. Roilo, A. Paulus, V. Alarcón Segura, L. Kock, M. Beckmann, N. Klein and A. Cord, 2022
  Submitted. Available on request.

• Informed Priors for Knowledge Integration in Trajectory Prediction pdf

  C. Schlauch, N. Klein and C. Wirth, 2022
  Submitted.

• Accounting for Time Dependency in Meta-Analyses of Concordance Probability Estimates pdf

  M. Schmid, L. Weinhold, N. Klein and T. Fried, 2022

• Boosting Multivariate Structured Additive Distributional Regression Models pdf

  A. Strömer, N. Klein, C. Staerk, H. Klinkhammer and A. Mayr, 2022
  Submitted to Statistics in Medicine.

• Distributional Adaptive Soft Regression Trees pdf

  N. Umlauf and N. Klein, 2022
  Submitted.

• Scalable Structured Additive Distributional Regression

  N. Umlauf, J. Seiler, M. Wetscher, T. Simon, S. Lang and N. Klein, 2022
  Submitted.

• Posterior Concentration Rates for Bayesian O'Sullivan Penalized Splines pdf

  P. Bach and N. Klein, 2021

• Bayesian Effect Selection for Additive Quantile Regression with an Analysis to Air Pollution Thresholds pdf

  N. Klein and J. Mateu, 2021
  R& R Annals of Applied Statistics

• Flexible Specification Testing in Semi-Parametric Quantile Regression Models pdf

  T. Kutzker, N. Klein and D. Wied, 2021

• Bivariate Analysis of Birth Weight and Gestational Age depending on Environmental Exposures: Bayesian Distributional Regression with Copulas pdf

  J. Rathjens, A. Kolbe, J. H ̈olzer, K. Ickstadt and N. Klein, 2021

• Semi-structured Deep Distributional Regression: Combining Structured Additive Models and Deep Learning. pdf

  D. Rügamer, C. Kolb and N. Klein, 2021

• Bayesian Conditional Transformation Models pdf

  M. Carlan, T. Kneib and N. Klein, 2020
  Minor revision, Journal of the American Statistical Association

• Gaussian Process Responses in Distributional Regression: A versatile Model Class with an Application to Tree Growth Dynamics

  H. Riebl, N. Klein and T. Kneib, 2019
  In revision for Journal of the Royal Statistical Society, Series C. Available on request.