Peer-Reviewed Conferences & Workshops

2024

• Dropout regularization in extended generalized linear models based on double exponential families pdf

  B. Lütke Schwienhorst, L. Kock, D. Nott and N. Klein
  European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), pages 320-336, 2024

• Sparse Explanations of Neural Networks Using Pruned Layer-Wise Relevance Propagation (PLRP) pdf

  P. Y. Sarmiento, S. Witzke, N. Klein and B. Y. Renard
  European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), pages 336-351, 2024

• Investigating calibration and corruption robustness of post-hoc pruned perception CNNs: An image classification benchmark study pdf

  P. Mitra, G. Schwalbe and N. Klein
  Proceedings of the Safe Artificial Intelligence for All Domains, Computer Vision and Pattern Recognitition (CVPR) Workshop, 2024

• Cost-sensitive uncertainty-based failure case recognition for object detection pdf

  M. K. Sbeyti, M. Karg, C. Wirth, N. Klein and S. Albayrak
  Proceedings of the 40th Conference on Uncertainty in Artificial Intelligence (UAI), volume 244, pages 1890-1900, 2024

2023

• Spatially adaptive Bayesian P-splines pdf

  P. Bach and N. Klein
  Proceedings of the 37th International Workshop on Statistical Modelling, volume 2, pages 361-365, 2023

• Semantic segmentation of crops and weeds with probabilistic modeling and uncertainty quantification pdf

  E. Celikkan, M. Saberioon, M. Herold and N. Klein
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pages 582-592, 2023

• Approximate Bayesian computation for parameter identification in computational mechanics pdf

  M. G. R. Faes, N. Klein, M. Pauly, M. A. Valdebenito and M. A. Misraji
  14th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP14, 2023

• Predicting cycling traffic in cities: Is bikesharing data representative of the cycling volume? pdf

  S. Kaiser, N. Klein and L. Kaack
  11th International Conference on Learning Representations (ICLR 2023): Tackling Climate Change with Machine Learning Workshop, 2023

• A distributional regression approach for Gaussian process responses pdf

  T. Kneib, H. Riebl and N. Klein
  Proceedings of the 37th International Workshop on Statistical Modelling, volume 1, pages 279-284, 2023

• The consequences of not completing the generational cohort in estimating age-at-menopause pdf

  R. Martins, B. de Sousa, T. Kneib, M. Hohberg, N. Klein, E. Duarte and V. Rodrigues
  Proceedings of the 37th International Workshop on Statistical Modelling, volume 2, pages 502-506, 2023

• Informed priors for knowledge integration in trajectory prediction pdf

  C. Schlauch, N. Klein and C. Wirth
  ECML/PKDD 2023, 2023

• Complexity reduction via deselection for boosting distributional copula regression pdf

  A. Strömer, N. Klein, C. Staerk, H. Klinkhammer and A. Mayr
  Proceedings of the 37th International Workshop on Statistical Modelling, volume 1, pages 300-304, 2023

• Boosting distributional soft regression trees pdf

  N. Umlauf, J. Seiler, M. Wetscher and N. Klein
  Proceedings of the 37th International Workshop on Statistical Modelling, volume 1, pages 311-316 , 2023

2020

• Introducing non-stationarity to wrapped Gaussian spatial responses with an application to wind direction pdf

  I. Marques, N. Klein and T. Kneib
  Proceedings of the 35th International Workshop on Statistical Modelling, volume 1, pages 159–164, 2020

• Enhanced variable selection for distributional regression pdf

  A. Strömer, L. Weinhold, C. Staerk, S. Titze, N. Klein and A. Mayr
  Proceedings of the 35th International Workshop on Statistical Modelling, volume 1, pages 233–237, 2020

2019

• Density regression via penalised splines dependent Dirichlet process mixture of normal models pdf

  V. de Carvalho, M. Rodríguez-Alvarez and N. Klein
  Proceedings of the 34th International Workshop on Statistical Modelling, volume 1, pages 184–188 , 2019

• Neural network regression with an application to leukaemia survival data – An unstructured distributional approach pdf

  N. Klein, N. Umlauf and T. Simon
  Proceedings of the 34th International Workshop on Statistical Modelling, volume 1, pages 157–160, 2019

• Modular regression – A Lego system for building structured additive distributional regression models with tensor product interactions pdf

  T. Kneib, N. Klein, N. Umlauf and S. Lang
  Proceedings of the 34th International Workshop on Statistical Modelling, volume 1, pages 214–219 , 2019

• Non-stationary spatial regression for modelling monthly precipitation in Germany pdf

  I. Marques, N. Klein and T. Kneib
  Proceedings of the 34th International Workshop on Statistical Modelling, volume 2, pages 195–199 , 2019

• Gaussian process responses in distributional regression pdf

  H. Riebl, N. Klein and T. Kneib
  Proceedings of the 34th International Workshop on Statistical Modelling, volume 2, pages 341–345 , 2019

2018

• Effect selection in distributional regression pdf

  N. Klein, M. Carlan, T. Kneib, S. Lang and H. Wagner
  Proceedings of the 33th International Workshop on Statistical Modelling, volume 1, pages 157–162, 2018

2017

• Boosting distributional regression models for multivariate responses pdf

  A. Mayr, J. Thomas, M. Schmid, F. Faschingbauer and N. Klein
  Proceedings of the 32th International Workshop on Statistical Modelling, volume 1, pages 97–102, 2017

• Bayesian joint modelling of distributional regression pdf

  E. Waldmann, N. Klein and D. Taylor-Robinson
  Proceedings of the 32th International Workshop on Statistical Modelling, volume 1, pages 305–310, 2017

2014

• Bivariate Gaussian distributional regression: An application on diabetes pdf

  N. Klein, F. Gude, C. Cadarso-Suárez and T. Kneib
  Proceedings of the 29th International Workshop on Statistical Modelling, volume 1, pages 167–172, 2014

2013

• Bayesian generalized additive models for location, scale and shape for insurance data pdf

  N. Klein, T. Kneib and S. Lang
  Proceedings of the 28th International Workshop on Statistical Modelling, volume 2, pages 645–650, 2013