Working Papers

2024

• Calibrated Multivariate Regression with Localized PIT Mappings pdf

  L. Kock, G. S. Rodrigues, S. A. Sisson, N. Klein and D. Nott
  arXiv:2409.10855, 2024

• From Counting Stations to City-Wide Estimates: Data-Driven Bicycle Volume Extrapolation pdf

  S. K. Kaiser, N. Klein and L. H. Kaack
  arXiv:2406.18454, 2024

• Enhanced variable selection for boosting sparser and less complex models in distributional copula regression pdf

  A. Strömer, N. Klein, C. Staerk, F. Faschingbauer, H. Klinkhammer and A. Mayr
  arXiv:2406.03900, 2024

• Bayesian effect selection in additive models with an application to time-to-event data pdf

  P. Bach and N. Klein
  arXiv:2401.00840, 2024

• Associations among emotion regulation, symptom severity, and affect in obsessive-compulsive disorder

  N. Hohensee, C. Bischof, F. A. Dietel, N. Klein, P. Doebler and U. Buhlmann
  Submitted, 2024

• Boosting Causal Additive Models pdf

  M. Kertel and N. Klein
  arXiv:2401.06523, 2024

• Regression Copulas for Multivariate Responses pdf

  N. Klein, M. S. Smith, D. Nott and R. Chisholm
  arXiv:2401.11804, 2024

• Density regression via Dirichlet process mixtures of normal structured additive regression models pdf

  M. X. Rodríguez-Álvarez, V. Inácio and N. Klein
  arXiv:2401.03881, 2024

• Enhancing active learning for object detection through similarity

  M. K. Sbeytil, M. Karg, C. Wirth, N. Klein and S. Albayrak
  2024

2023

• Heat increases experienced racial segregation in the United States pdf

  T. Baldenius, N. Koch, H. Klauber and N. Klein
  arXiv:2306.13772, 2023

• Modeling the ratio of correlated biomarkers using copula regression pdf

  M. Berger, N. Klein, M. Wagner and M. Schmid
  arXiv:2312.00439, 2023

• From counting stations to city-wide estimates: Bicycle volume extrapolation through multi-source data integration

  S. Kaiser, N. Klein and L. Kaack
  2023

• Actor heterogeneity and explained variance in network models—a scalable approach through variational approximations. pdf

  N. Klein and G. Kauermann
  arXiv:2204.14214, 2023

• Scalable Estimation for Structured Additive Distributional Regression Through Variational Inference pdf

  J. Kleinemeier and N. Klein
  arXiv:2311.07371, 2023

• Deep mixture of linear mixed models for complex longitudinal data pdf

  L. Kock, N. Klein and D. J. Nott
  arXiv:2311.07156, 2023

• Complexity reduction and enhanced variable selection for boosting distributional copula regression models

  A. Strömer, N. Klein, C. Staerk, F. Faschingbauer, H. Klinhammer and A. Mayr
  Submitted, 2023

2022

• Anisotropic multidimensional smoothing using Bayesian tensor product P-splines pdf

  P. Bach and N. Klein
  arXiv:2211.16218, 2022

• MultiFlags: Multi-class size recommendations for fashion E-commerce

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

• Intergenerational social mobility in the United States: A multivariate analysis using Bayesian distributional regression

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

• 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

• Distributional adaptive soft regression trees pdf

  N. Umlauf and N. Klein
  arXiv:2210.10389, 2022

2021

• Posterior concentration rates for Bayesian O’Sullivan penalized splines pdf

  P. Bach and N. Klein
  arXiv:2109.04288, 2021

• Bayesian effect selection for additive quantile regression with an analysis to air pollution thresholds pdf

  N. Klein and J. Mateu
  arXiv:2105.10890, 2021