Informed Spectral Normalized Gaussian Processes for Trajectory Prediction pdf
C. Schlauch, C. Wirth and N. Klein 27th European Conference on Artificial Intelligence (ECAI24), pages 3023 - 3030, 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
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
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
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