@article{NiksBib-A:Wood:2026,
author = {Clara Bertinelli Salucci and Rosa M. Crujeiras and Riccardo De Bin and Maria Durb\'an and Ir\`ene Gijbels and Thomas Kneib and Nikolaus Umlauf and Simon N. Wood},
title = {Discussion on: Shape-Constrained Additive Smooth Models by {Simon N. Wood}},
journal = {Statistical Modelling},
year = {2026},
doi = {10.1177/1471082X261447615}
}
@article{NiksBib-A:Merder+Rigby+Mayr+Heller+Kneib+Umlauf+DeBastiani+Stauffer+Tonkin+Logothetis+Zeileis+Stasinopoulos:2026,
author = {Julian Merder and Robert A. Rigby and Andreas Mayr and Gillian Z. Heller and Thomas Kneib and Nikolaus Umlauf and Fernanda De Bastiani and Reto Stauffer and Jonathan D. Tonkin and Nikos Logothetis and Achim Zeileis and Dimitrios M. Stasinopoulos},
title = {Distributional Regression Using Generalized Additive Models for Location, Scale and Shape},
journal = {Nature Reviews Methods Primers},
year = {2026},
volume = {6},
number = {1},
pages = {49},
doi = {10.1038/s43586-026-00498-z}
}
@article{NiksBib-A:Mueller+Umlauf+Seiler+Harttgen+Lang:2026,
author = {Benjamin M\"uller and Nikolaus Umlauf and Johannes Seiler and Kenneth Harttgen and Stefan Lang},
title = {Simultaneous Estimation and Model Choice for Big Discrete Time-to-Event Data with Additive Predictors},
journal = {Statistical Modelling},
year = {2026},
doi = {10.1177/1471082X261435241}
}
@article{NiksBib-A:Seiler+Mueller+Guenther+Wetscher+Stauffer+Umlauf+Harttgen:2026,
author = {Johannes Seiler and Benjamin Müller and Isabel Günther and Mattias Wetscher and Reto Stauffer and Nikolaus Umlauf and Kenneth Harttgen},
title = {Co-Occurrence Patterns of Malnutrition Indicators among Children in Sub-Saharan Africa},
journal = {Communications Medicine},
year = {2026},
volume = {6},
number = {1},
pages = {195},
doi = {10.1038/s43856-026-01426-8}
}
@article{NiksBib-A:Wetscher+Seiler+Stauffer+Umlauf:2026,
author = {Wetscher, Mattias and Seiler, Johannes and Stauffer, Reto and Umlauf, Nikolaus},
title = {Stagewise Boosting Distributional Regression},
journal = {Stat},
volume = {15},
number = {1},
pages = {e70132},
doi = {https://doi.org/10.1002/sta4.70132},
year = {2026}
}
@article{NiksBib-A:Rigby+Stasinopoulos+Zeileis+Stanojevic+Heller+Bastiani+Kneib+Mayr+Stauffer+Umlauf,
title = {Letter to the Editor refuting "Debunking the GAMLSS myth: Simplicity reigns in pulmonary function diagnostics"},
journal = {Respiratory Medicine},
pages = {108557},
year = {2025},
doi = {https://doi.org/10.1016/j.rmed.2025.108557},
author = {Robert A. Rigby and Mikis D. Stasinopoulos and Achim Zeileis and Sanja Stanojevic and Gillian Heller and Fernanda {de Bastiani} and Thomas Kneib and Andreas Mayr and Reto Stauffer and Nikolaus Umlauf}
}
@inproceedings{NiksBib-A:Umlauf+Stauffer:2025,
title = {Transition Models for Precipitation Climatology Estimation},
author = {Nikolaus Umlauf and Reto Stauffer},
booktitle = {Proceedings of the IES 2025,
Brixen-Bressanone, Italy},
year = {2025},
url = {https://ies2025.sis-statistica.it/},
pages = {560--567}
}
@inproceedings{NiksBib-A:Groll+Iannaro+Kneib+Umlauf:2025,
title = {Regularization in Partially Ordinal Regression Models},
author = {Andreas Groll and Maria Iannaro and Thomas Kneib and Nikolaus Umlauf},
booktitle = {Proceedings of the 39th International Workshop on Statistical Modelling,
Limerick, Ireland},
year = {2025},
url = {https://iwsm2025.ie/},
pages = {201--206}
}
@inproceedings{NiksBib-A:Stauffer+Umlauf:2025,
title = {Transition Regression for Continuous Data},
author = {Reto Stauffer and Nikolaus Umlauf},
booktitle = {Proceedings of the 39th International Workshop on Statistical Modelling,
Limerick, Ireland},
year = {2025},
url = {https://iwsm2025.ie/},
pages = {295--300}
}
@inproceedings{NiksBib-A:Umlauf+Stasinopoulos+DeBastiani+Heller+Kneib+Mayr+Rigby+Stauffer+Zeileis:2025a,
title = {gamlss2: The Next Generation of Distributional Regression},
author = {Mikis Stasinopoulos and Fernanda De Bastiani and
Gillian Heller and Thomas Kneib and Andreas Mayr and
Robert Rigby and Reto Stauffer and Nikolaus Umlauf and Achim Zeileis},
booktitle = {Proceedings of the 39th International Workshop on Statistical Modelling,
Limerick, Ireland},
year = {2025},
url = {https://iwsm2025.ie/},
pages = {312--317}
}
@inproceedings{NiksBib-A:Umlauf+Stasinopoulos+DeBastiani+Heller+Kneib+Mayr+Rigby+Stauffer+Zeileis:2025b,
title = {Pre-Analysis of Data for Distributional
Regression},
author = {Mikis Stasinopoulos and Fernanda De Bastiani and
Gillian Heller and Thomas Kneib and Andreas Mayr and
Robert Rigby and Reto Stauffer and Nikolaus Umlauf and Achim Zeileis},
booktitle = {Proceedings of the 39th International Workshop on Statistical Modelling,
Limerick, Ireland},
year = {2025},
url = {https://iwsm2025.ie/},
pages = {335--338}
}
@inproceedings{NiksBib-A:Mueller+Umlauf+Seiler+Lang:2025,
title = {Simultaneous Estimation and Model Choice for Big
Discrete Time-to-Event Data with Additive Predictors},
author = {Benjamin M\"uller and Nikolaus Umlauf and Johannes Seiler and Stefan Lang},
booktitle = {Proceedings of the 39th International Workshop on Statistical Modelling,
Limerick, Ireland},
year = {2025},
url = {https://iwsm2025.ie/},
pages = {375--378}
}
@article{NiksBib-A:Granna+Brunauer+Lang+Umlauf:2025,
title = {A Parsimonious Hedonic Distributional Regression Model for Large Data with Heterogeneous Covariate Effects},
journal = {Austrian Journal of Statistics},
volume = {54},
doi = {10.17713/ajs.v54i2.1904},
author = {Julian Granna and Wolfgang Brunauer and Stefan Lang and Nikolaus Umlauf},
year = {2025},
month = {Februar},
pages = {44--68}
}
@article{NiksBib-A:Seiler+Wetscher+Harttgen+Utzinger+Umlauf:2025,
author = {Johannes Seiler and Mattias Wetscher and Kenneth Harttgen and Jürg Utzinger and Nikolaus Umlauf},
title = {High-Resolution Spatial Prediction of Anemia Risk Among Children Aged 6 to 59 Months in Low- and Middle-Income Countries},
journal = {Communications Medicine},
volume = {5},
number = {1},
pages = {57},
year = {2025},
doi = {10.1038/s43856-025-00765-2}
}
@techreport{NiksBib-WP:Mueller+Umlauf+Seiler+Harttgen+Lang:2025,
title = {Simultaneous Estimation and Model Choice for Big Discrete Time-to-Event Data with Additive Predictors},
author = {Benjamin Müller and Nikolaus Umlauf and Johannes Seiler and Kenneth Harttgen and Stefan Lang},
year = {2025},
doi = {10.48550/arXiv.2507.08099}
}
@article{NiksBib-A:Umlauf+Seiler+Wetscher+Simon+Lang+Klein:2024,
author = {Nikolaus Umlauf and Johannes Seiler and Mattias Wetscher and Thorsten Simon and Stefan Lang and Nadja Klein},
title = {Scalable Estimation for Structured Additive Distributional Regression},
journal = {Journal of Computational and Graphical Statistics},
volume = {0},
number = {ja},
pages = {1--23},
year = {2024},
publisher = {Taylor \& Francis},
doi = {10.1080/10618600.2024.2388604},
note = {forthcoming}
}
@article{NiksBib-A:Muschinski+Mayr+Simon+Umlauf+Zeileis:2024,
title = {Cholesky-Based Multivariate Gaussian Regression},
author = {Thomas Muschinski and Georg J. Mayr and Thorsten Simon and Nikolaus Umlauf and Achim Zeileis},
journal = {Econometrics and Statistics},
volume = {29},
pages = {261--281},
year = {2024},
doi = {10.1016/j.ecosta.2022.03.001}
}
@techreport{NiksBib-WP:Volkmann+Umlauf+Greven:2024,
author = {Alexander Volkmann and Nikolaus Umlauf and Sonja Greven},
title = {Generalized Multivariate Functional Additive Mixed Models for Location, Scale, and Shape},
year = {2024},
publisher = {arXiv},
doi = {10.48550/arXiv.2407.20995}
}
@techreport{NiksBib-WP:Aschersleben+Granna+Kneib+Lang+Umlauf+Steiner:2024,
title = {Modeling Multiplicative Interaction Effects in Gaussian Structured Additive Regression Models},
author = {Philipp Aschersleben and Julian Granna and Thomas Kneib and Stefan Lang and Nikolaus Umlauf and Winfried Steiner},
year = {2024},
url = {https://EconPapers.repec.org/RePEc:inn:wpaper:2024-01}
}
@techreport{NiksBib-WP:Granna+Lang+Umlauf:2024,
title = {A Parsimonious Hedonic Distributional Regression Model for Large Data with Heterogeneous Covariate Effects},
author = {Julian Granna and Stefan Lang and Nikolaus Umlauf},
year = {2024},
url = {https://EconPapers.repec.org/RePEc:inn:wpaper:2024-02}
}
@techreport{NiksBib-WP:Wetscher+Seiler+Stauffer+Umlauf:2024,
author = {Mattias Wetscher and Johannes Seiler and Reto Stauffer and Nikolaus Umlauf},
title = {Stagewise Boosting Distributional Regression},
year = {2024},
publisher = {arXiv},
doi = {10.48550/arXiv.2405.18288}
}
@inproceedings{NiksBib-A:Umlauf+Seiler+Wetscher+Klein:2023,
title = {Boosting Distributional Soft Regression Trees},
author = {Nikolaus Umlauf and Johannes Seiler and Mattias Wetscher and Nadja Klein},
booktitle = {Proceedings of the 37th International Workshop on Statistical Modelling,
Dortmund, Germany},
year = {2023},
url = {https://iwsm2023.statistik.tu-dortmund.de/}
}
@inproceedings{NiksBib-A:Wetscher+Seiler+Stauffer+Umlauf:2023,
title = {Stagewise Boosting Distributional Regression},
author = {Mattias Wetscher and Johannes Seiler and
Reto Stauffer and Nikolaus Umlauf},
booktitle = {Proceedings of the 37th International Workshop on Statistical Modelling,
Dortmund, Germany},
year = {2023},
url = {https://iwsm2023.statistik.tu-dortmund.de/}
}
@article{NiksBib-A:Simon+Mayr+Morgenstern+Umlauf+Zeileis:2023,
author = {Thorsten Simon and Georg J. Mayr and Deborah Morgenstern and Nikolaus Umlauf and Achim Zeileis},
title = {Amplification of Annual and Diurnal Cycles of Alpine Lightning},
journal = {Climate Dynamics},
year = {2023},
doi = {10.1007/s00382-023-06786-8}
}
@article{NiksBib-A:Razen+Brunauer+Klein+Kneib+Lang+Umlauf:2023,
author = {Alexander Razen and Wolfgang Brunauer and Nadja Klein and Thomas Kneib and Stefan Lang and Nikolaus Umlauf},
title = {A Multilevel Analysis of Real Estate Valuation Using Distributional and Quantile Regression},
journal = {Statistical Modelling},
year = {2023},
doi = {10.1177/1471082X231157205}
}
@techreport{NiksBib-WP:Volkmann+Umlauf+Greven:2023,
author = {Alexander Volkmann and Nikolaus Umlauf and Sonja Greven},
title = {Flexible Joint Models for Multivariate Longitudinal and Time-to-Event Data Using Multivariate Functional Principal Components},
year = {2023},
publisher = {arXiv},
doi = {10.48550/ARXIV.2311.06409}
}
@techreport{NiksBib-WP:Umlauf+Seiler+Wetscher+Simon+Lang+Klein:2023,
doi = {10.48550/ARXIV.2301.05593},
author = {Nikolaus Umlauf and Johannes Seiler and Mattias Wetscher and Thorsten Simon and Stefan Lang and Nadja Klein},
title = {Scalable Estimation for Structured Additive Distributional Regression},
year = {2023},
publisher = {arXiv}
}
@article{NiksBib-A:Ingrisch+Umlauf+Bahn:2022,
author = {Ingrisch, Johannes and Umlauf, Nikolaus and Michael, Bahn},
title = {Functional Thresholds Alter the Relationship of Plant Resistance and Recovery to Drought},
journal = {Ecology},
year = {2022},
doi = {10.1002/ecy.3907}
}
@article{NiksBib-A:VanPassel+Keersmaecker+Bernardino+Paulo+Jing+Umlauf+VanMeerbeck+Koenraad+Somers:2022,
author = {Van Passel, Johanna and de Keersmaecker, Wanda and Bernardino, Paulo N. and Jing, Xin and Umlauf, Nikolaus and Van Meerbeek, Koenraad and Somers, Ben},
title = {Climatic Legacy Effects on the Drought Response of the Amazon Rainforest},
journal = {Global Change Biology},
year = {2022},
doi = {10.1111/gcb.16336}
}
@techreport{NiksBib-WP:Umlauf+Klein:2022,
doi = {10.48550/ARXIV.2210.10389},
author = {Nikolaus Umlauf and Nadja Klein},
title = {Distributional Adaptive Soft Regression Trees},
publisher = {arXiv},
year = {2022}
}
@techreport{NiksBib-A:Simon+Mayr+Morgenstern+Umlauf+Zeileis:2021,
author = {Thorsten Simon and Georg J. Mayr and
Deborah Morgenstern and Nikolaus Umlauf and Achim Zeileis},
title = {Amplification of Annual and Diurnal Cycles of Alpine Lightning},
institution = {Research Square},
type = {Preprint},
year = {2021},
pages = {1--27},
doi = {10.21203/rs.3.rs-965951/v1}
}
@article{NiksBib-A:Alas+Stoecker+Umlauf:2021,
title = {Pedestrian Exposure to Black Carbon and PM2.5 Emissions in Urban Hot Spots: New Findings
Using Mobile Measurement Techniques and Flexible {B}ayesian Regression Models},
author = {Honey Alas and Almond St\"ocker and Nikolaus Umlauf and Oshada Senaweera and
Sascha Pfeifer and Sonja Greven and Alfred Wiedensohler},
journal = {Journal of Exposure Science \& Environmental Epidemiology},
year = {2021},
doi = {10.1038/s41370-021-00379-5}
}
@article{NiksBib-A:Umlauf+Klein+Simon+Zeileis:2021,
title = {{bamlss}: {A} {L}ego Toolbox for Flexible {B}ayesian Regression (and Beyond)},
author = {Nikolaus Umlauf and Nadja Klein and Thorsten Simon and Achim Zeileis},
journal = {Journal of Statistical Software},
year = {2021},
volume = {100},
number = {4},
pages = {1--53},
doi = {10.18637/jss.v100.i04}
}
@techreport{NiksBib-WP:Muschinski+Mayr+Simon+Umlauf+Zeileis:2021,
author = {Thomas Muschinski and Georg J. Mayr and Thorsten Simon and Nikolaus Umlauf and Achim Zeileis},
title = {Cholesky-Based Multivariate Gaussian Regression},
year = {2021},
doi = {10.48550/ARXIV.2102.13518}
}
@article{NiksBib-A:Voncken+Kneib+Albers+Umlauf+Timmerman:2020,
author = {Voncken, Lieke and Kneib, Thomas and Albers, Casper J and Umlauf, Nikolaus and Timmerman, Marieke},
title = {{B}ayesian {G}aussian Distributional Regression Models for more Efficient Norm Estimation},
journal = {British Journal of Mathematical and Statistical Psychology},
year = {2020},
doi = {10.1111/bmsp.12206},
volume = {74},
number = {1},
pages = {99--117}
}
@inproceedings{NiksBib-A:Simon+Umlauf:2020,
title = {Scaleable Distributional Regression},
author = {Thorsten Simon and Nikolaus Umlauf},
booktitle = {Proceedings of the 35th International Workshop on Statistical Modelling,
Bilbao, Spain},
year = {2020},
notes = {to appear}
}
@inproceedings{NiksBib-A:Umlauf+Klein:2019,
title = {Neural Network Regression with an Application to Leukaemia Survival Data -- An
Unstructured Distributional Approach},
author = {Nadja Klein and Thorsten Simon and Nikolaus Umlauf},
booktitle = {Proceedings of the 34th International Workshop on Statistical Modelling,
Guimar\~aes, Portugal},
year = {2019},
pages = {157--160},
volume = {1},
publisher = {Statistical Modelling Society}
}
@article{NiksBib-A:Groll+Hambuckers+Kneib+Umlauf:2019,
author = {Andreas Groll and Julien Hambuckers and Thomas Kneib and Nikolaus Umlauf},
title = {{LASSO}-Type Penalization in the Framework of Generalized Additive Models for
Location, Scale and Shape},
journal = {Computational Statistics & Data Analysis},
volume = {140},
pages = {59--73},
year = {2019},
issn = {0167-9473},
doi = {https://doi.org/10.1016/j.csda.2019.06.005}
}
@article{NiksBib-A:Kneib+Klein+Lang+Umlauf:2019b,
author = {Kneib, Thomas and Klein, Nadja and Lang, Stefan and Umlauf, Nikolaus},
title = {Rejoinder on: Modular Regression - a {L}ego System for Building Structured
Additive Distributional Regression Models with Tensor Product Interactions},
journal = {TEST},
year = {2019},
month = {March},
day = {01},
volume = {28},
number = {1},
pages = {55--59},
issn = {1863-8260},
doi = {10.1007/s11749-019-00636-8}
}
@article{NiksBib-A:Kneib+Klein+Lang+Umlauf:2019a,
author = {Kneib, Thomas and Klein, Nadja and Lang, Stefan and Umlauf, Nikolaus},
title = {Modular regression - a {L}ego System for Building Structured Additive
Distributional Regression Models with Tensor Product Interactions},
journal = {TEST},
year = {2019},
month = {March},
day = {01},
volume = {28},
number = {1},
pages = {1--39},
issn = {1863-8260},
doi = {10.1007/s11749-019-00631-z}
}
@article{NiksBib-A:Simon+Mayr+Umlauf+Zeileis:2019,
author = {Simon, T. and Mayr, G. J. and Umlauf, N. and Zeileis, A.},
title = {{NWP}-Based Lightning Prediction Using Flexible Count Data Regression},
journal = {Advances in Statistical Climatology, Meteorology and Oceanography},
volume = {5},
year = {2019},
number = {1},
pages = {1--16},
doi = {10.5194/ascmo-5-1-2019}
}
@techreport{NiksBib-WP:Umlauf+Klein+Simon:2019,
title = {{bamlss}: {A} {L}ego Toolbox for Flexible {B}ayesian Regression (and Beyond)},
author = {Nikolaus Umlauf and Nadja Klein and Thorsten Simon and Achim Zeileis},
institution = {arXiv.org E-Print Archive},
year = {2019},
type = {arXiv},
number = {1909.11784},
month = {September},
doi = {10.48550/ARXIV.1909.11784}
}
@techreport{NiksBib-WP:Voncken+Kneib+Albers+Umlauf+Timmerman:2019,
title = {{B}ayesian {G}aussian Distributional Regression Models for more Efficient Norm Estimation},
doi = {10.31234/osf.io/7j8ym},
publisher = {PsyArXiv},
author = {Voncken, Lieke and Kneib, Thomas and Albers, Casper J and Umlauf, Nikolaus and Timmerman, Marieke},
year = {2019}
}
@article{NiksBib-A:Koehler+Umlauf+Greven:2018,
author = {Meike K\"ohler and Nikolaus Umlauf and Sonja Greven},
title = {Nonlinear Association Structures in Flexible {B}ayesian Additive Joint Models},
journal = {Statistics in Medicine},
year = {2018},
doi = {10.1002/sim.7967},
volume = {37},
number = {30},
pages = {4771--4788}
}
@article{NiksBib-A:Simon+Fabsic+Mayr+Umlauf+Zeileis:2018,
author = {Simon, Thorsten and Fabsic, Peter and Mayr, Georg J. and Umlauf, Nikolaus and Zeileis, Achim},
title = {Probabilistic Forecasting of Thunderstorms in the Eastern {A}lps},
journal = {Monthly Weather Review},
volume = {146},
number = {9},
pages = {2999--3009},
year = {2018},
doi = {10.1175/MWR-D-17-0366.1}
}
@article{NiksBib-A:Kreutziger+Umlauf:2018,
author = {Janett Kreutziger and Stefan Schmid and Nikolaus Umlauf and Hanno Ulmer
and Maarten W.\ Nijsten and Daniel Werner and Thomas Schlechtriemen and Wolfgang Lederer},
title = {Association Between Blood Glucose and Cardiac Rhythms During Pre-Hospital
Care of Trauma Patients -- a Retrospective Analysis},
journal = {Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine},
volume = {26},
number = {58},
year = {2018},
doi = {10.1186/s13049-018-0516-z}
}
@article{NiksBib-A:Umlauf+Kneib:2018,
author = {Nikolaus Umlauf and Thomas Kneib},
title = {A Primer on {B}ayesian Distributional Regression},
journal = {Statistical Modelling},
volume = {18},
number = {3-4},
pages = {219--247},
year = {2018},
doi = {10.1177/1471082X18759140}
}
@article{NiksBib-A:Umlauf+Klein+Zeileis:2017,
title = {{BAMLSS}: {B}ayesian Additive Models for Location, Scale and Shape (and Beyond)},
author = {Nikolaus Umlauf and Nadja Klein and Achim Zeileis},
journal = {Journal of Computational and Graphical Statistics},
year = {2018},
volume = {27},
number = {3},
pages = {612--627},
doi = {10.1080/10618600.2017.1407325}
}
@techreport{NiksBib-WP:Groll+Hambuckers+Kneib+Umlauf:2018,
title = {{LASSO}-Type Penalization in the Framework of Generalized Additive Models for
Location, Scale and Shape},
author = {Groll, Andreas and Hambuckers, Julien and Kneib, Thomas and Umlauf, Nikolaus},
year = {2018},
institution = {Faculty of Economics and Statistics, University of Innsbruck},
type = {Working Papers},
url = {https://EconPapers.repec.org/RePEc:inn:wpaper:2018-16}
}
@techreport{NiksBib-WP:Simon+Mayr+Umlauf+Zeileis:2018,
title = {Lightning Prediction Using Model Output Statistics},
author = {Simon, Thorsten and Mayr, Georg J. and Umlauf, Nikolaus and Zeileis, Achim},
year = {2018},
institution = {Faculty of Economics and Statistics, University of Innsbruck},
type = {Working Papers},
url = {https://EconPapers.repec.org/RePEc:inn:wpaper:2018-14}
}
@article{NiksBib-A:Koehler+Greven+Umlauf:2017,
author = {K{\"o}hler, Meike and Beyerlein, Andreas and Vehik, Kendra and Greven, Sonja and Umlauf, Nikolaus
and Lernmark, {\AA}ke and Hagopian, William A. and Rewers, Marian and She, Jin-Xiong and Toppari, Jorma
and Akolkar, Beena and Krischer, Jeffrey P. and Bonifacio, Ezio and Ziegler, Anette-G.},
title = {Joint Modeling of Longitudinal Autoantibody Patterns and Progression to Type 1 Diabetes:
Results from the TEDDY Study},
journal = {Acta Diabetologica},
year = {2017},
month = {November},
day = {01},
volume = {54},
number = {11},
pages = {1009--1017},
issn = {1432-5233},
doi = {10.1007/s00592-017-1033-7}
}
@inproceedings{NiksBib-A:Groll+Kneib+Umlauf:2017,
title = {Lasso-type penalization in the framework of generalized additive models for
location scale and shape},
author = {Andreas Groll and Thomas Kneib and Nikolaus Umlauf},
booktitle = {Proceedings of the 32nd International Workshop on Statistical Modelling, Groningen,
Netherlands},
year = {2017},
pages = {103--108},
publisher = {University of Groningen}
}
@inproceedings{NiksBib-A:Simon+Umlauf+Mayr+Zeileis:2017,
title = {Boosting multivariate {G}aussian models for probabilistic temperature forecasts},
author = {Thorsten Simon and Nikolaus Umlauf and Georg J.\ Mayr and Achim Zeileis},
booktitle = {Proceedings of the 32nd International Workshop on Statistical Modelling, Groningen,
Netherlands},
year = {2017},
pages = {143--148},
publisher = {University of Groningen}
}
@article{NiksBib-A:Koehler+Umlauf+Greven:2017,
author = {Meike K\"ohler and Nikolaus Umlauf and Andreas Beyerlein and Christiane Winkler and
Anette-Gabriele Ziegler and Sonja Greven},
title = {Flexible {B}ayesian additive joint models with an application to type 1 diabetes research},
journal = {Biometrical Journal},
year = {2017},
doi = {10.1002/bimj.201600224},
volume = {59},
number = {6},
pages = {1144--1165}
}
@article{NiksBib-A:Simon+Umlauf+Zeileis+Mayr+Schulz+Diendorfer:2017,
author = {Simon, T. and Umlauf, N. and Zeileis, A. and Mayr, G. J. and Schulz, W. and Diendorfer, G.},
title = {Spatio-temporal modelling of lightning climatologies for complex terrain},
journal = {Natural Hazards and Earth System Sciences},
volume = {17},
year = {2017},
number = {3},
pages = {305--314},
doi = {10.5194/nhess-17-305-2017}
}
@article{NiksBib-A:Stauffer+Umlauf+Messner+Mayr+Zeileis:2017,
author = {Reto Stauffer and Nikolaus Umlauf and Jakob W. Messner and Georg J. Mayr and Achim Zeileis},
title = {Ensemble Postprocessing of Daily Precipitation Sums over Complex Terrain using Censored
High-Resolution Standardized Anomalies},
journal = {Monthly Weather Review},
volume = {145},
number = {3},
pages = {955--969},
year = {2017},
doi = {10.1175/MWR-D-16-0260.1}
}
@article{NiksBib-A:Stauffer+Mayr+Messner+Umlauf+Zeileis:2016,
year = {2017},
author = {Stauffer, Reto and Mayr, Georg J. and Messner, Jakob W. and Umlauf, Nikolaus and Zeileis, Achim},
title = {Spatio-Temporal Precipitation Climatology Over Complex Terrain Using a Censored Additive Regression Model},
journal = {International Journal of Climatology},
volume = {37},
number = {7},
publisher = {John Wiley \& Sons, Ltd},
issn = {1097-0088},
doi = {10.1002/joc.4913},
pages = {3264--3275}
}
@techreport{NiksBib-WP:Simon+Fabsic+Mayr+Umlauf+Zeileis:2017,
title = {Probabilistic Forecasting of Thunderstorms in the Eastern {A}lps},
author = {Simon, Thorsten and Fabsic, Peter and Mayr, Georg J. and Umlauf, Nikolaus and Zeileis, Achim},
year = {2017},
institution = {Faculty of Economics and Statistics, University of Innsbruck},
type = {Working Papers},
url = {https://EconPapers.repec.org/RePEc:inn:wpaper:2017-25}
}
@misc{NiksBib-WP:Koehler+Umlauf+Greven:2017,
author = {Meike K\"ohler and Nikolaus Umlauf and Sonja Greven},
title = {Nonlinear Association Structures in Flexible {B}ayesian Additive Joint Models},
year = {2017},
eprint = {arXiv:1708.06337}
}
@techreport{NiksBib-WP:Kneib+Klein+Lang+Umlauf:2017,
title = {Modular Regression - A {L}ego System for Building Structured Additive Distributional Regression
Models with Tensor Product Interactions},
author = {Thomas Kneib and Nadja Klein and Stefan Lang and Nikolaus Umlauf},
year = {2017}
}
@techreport{NiksBib-WP:Kneib+Umlauf:2017,
title = {A Primer on {B}ayesian Distributional Regression},
author = {Thomas Kneib and Nikolaus Umlauf},
institution = {Working Papers in Economics and Statistics, Research Platform Empirical
and Experimental Economics, Universit\"at Innsbruck},
year = {2017},
type = {Working Paper},
number = {2017-13},
month = {August},
url = {http://EconPapers.repec.org/RePEc:inn:wpaper:2017-13}
}
@techreport{NiksBib-WP:Umlauf+Klein+Zeileis:2017,
title = {{BAMLSS}: {B}ayesian Additive Models for Location, Scale and Shape (and Beyond)},
author = {Nikolaus Umlauf and Nadja Klein and Achim Zeileis},
institution = {Working Papers in Economics and Statistics, Research Platform Empirical
and Experimental Economics, Universit\"at Innsbruck},
year = {2017},
type = {Working Paper},
number = {2017-05},
month = {February},
url = {http://EconPapers.RePEc.org/RePEc:inn:wpaper:2017-05}
}
@article{NiksBib-A:Verbesselt+Umlauf+Hirota+Holmgrem+VanNes+Herold+Zeileis+Scheffer:2016,
author = {Verbesselt, Jan and Umlauf, Nikolaus and Hirota, Marina and Holmgren, Milena and
Van Nes, Egbert H. and Herold, Martin and Zeileis, Achim and Scheffer, Marten},
title = {Remotely Sensed Resilience of Tropical Forests},
journal = {Nature Clim. Change},
year = {2016},
month = {September},
day = {05},
publisher = {Nature Publishing Group},
volume = {advance online publication},
note = {Letter},
issn = {1758-6798},
doi = {10.1038/nclimate3108}
}
@misc{NiksBib-WP:Koehler+Umlauf+Greven:2016,
author = {Meike K\"ohler and Nikolaus Umlauf and Andreas Beyerlein and Christiane Winkler and
Anette-Gabriele Ziegler and Sonja Greven},
title = {Flexible {B}ayesian Additive Joint Models with an Application to Type 1 Diabetes Research},
year = {2016},
eprint = {arXiv:1611.01485}
}
@article{NiksBib-WP:Simon+Umlauf+Zeileis+Mayr+Schulz+Diendorfer:2016,
author = {Simon, T. and Umlauf, N. and Zeileis, A. and Mayr, G. J. and Schulz, W. and Diendorfer, G.},
title = {Spatio-temporal Smoothing of Lightning Climatologies},
journal = {Natural Hazards and Earth System Sciences Discussions},
volume = {2016},
year = {2016},
pages = {1--15},
doi = {10.5194/nhess-2016-198}
}
@techreport{NiksBib-WP:Stauffer+Messner+Mayr+Umlauf+Zeileis:2016,
title = {Spatio-Temporal Precipitation Climatology over Complex Terrain Using a Censored Additive Regression Model},
author = {Stauffer, Reto and Messner, Jakob W. and Mayr, Georg J. and Umlauf, Nikolaus and Zeileis, Achim},
year = {2016},
institution = {Faculty of Economics and Statistics, University of Innsbruck},
type = {Working Papers},
url = {http://EconPapers.repec.org/RePEc:inn:wpaper:2016-07}
}
@inproceedings{NiksBib-A:Umlauf+Stauffer+Messner+Mayr+Zeileis:2015,
title = {A Conceptional {L}ego Toolbox for {B}ayesian Distributional Regression Models},
author = {Nikolaus Umlauf and Reto Stauffer and Jakob Messner and Georg Mayr and Achim Zeileis},
booktitle = {Proceedings of the 30th International Workshop on Statistical Modelling, Linz,
Austria},
year = {2015},
publisher = {JKU Linz},
url = {http://eeecon.uibk.ac.at/~umlauf/pdfs/IWSM2015/IWSM2015-paper.pdf}
}
@incollection{NiksBib-A:Razen+Brunauer+Klein+Lang+Umlauf:2015,
author = {Alexander Razen and Wolfgang Brunauer and Nadja Klein and Stefan Lang and Nikolaus Umlauf},
title = {Hedonic House Price Modeling based on Multilevel Structured Additive Regression},
booktitle = {Computational Approaches for Urban Economics},
year = {2015},
publisher = {Springer Verlag},
editor = {Helbich, M. and Jokar, J. and Leitner, M},
url = {http://www.springer.com/earth+sciences+and+geography/geography/book/978-3-319-11468-2}
}
@article{NiksBib-A:Umlauf+Adler+Kneib+Lang+Zeileis:2014,
author = {Nikolaus Umlauf and Daniel Adler and Thomas Kneib and Stefan Lang and Achim Zeileis},
title = {Structured Additive Regression Models: An {R} Interface to {B}ayesX},
journal = {Journal of Statistical Software},
volume = {63},
number = {21},
year = {2015},
issn = {1548-7660},
doi = {10.18637/jss.v063.i21},
pages = {1--46}
}
@article{NiksBib-A:Zeileis:Umlauf:Leisch:2014,
author = {Achim Zeileis and Nikolaus Umlauf and Friedrich Leisch},
title = {Flexible Generation of E-Learning Exams in R: Moodle Quizzes, OLAT Assessments, and Beyond},
journal = {Journal of Statistical Software},
volume = {58},
number = {1},
year = {2014},
issn = {1548-7660},
pages = {1--36},
doi = {10.18637/jss.v058.i01}
}
@techreport{NiksBib-WP:Razen+Brunauer+Klein+Kneib+Lang+Umlauf:2014,
author = {Alexander Razen and Wolfgang Brunauer and Nadja Klein and Thomas Kneib and Stefan Lang and Nikolaus Umlauf},
title = {Statistical Risk Analysis for Real Estate Collateral Valuation using {B}ayesian Distributional and Quantile Regression},
institution = {Working Papers in Economics and Statistics, Research Platform Empirical
and Experimental Economics, Universit\"at Innsbruck},
year = {2014},
type = {Working Paper},
number = {2014-12},
month = {April},
url = {http://EconPapers.repec.org/paper/innwpaper/2014-12.htm}
}
@article{NiksBib-A:Brunauer+Lang+Umlauf:2013,
author = {Wolfgang Brunauer and Stefan Lang and Nikolaus Umlauf},
title = {Modeling House Prices using Multilevel Structured Additive Regression},
journal = {Statistical Modelling},
year = {2013},
volume = {13},
pages = {95--123},
url = {http://smj.sagepub.com/content/13/2/95.abstract}
}
@article{NiksBib-A:Ess+Heitmair-Wietzorrek+Frick+Umlauf+Ulmer+Poelzl:2013,
author = {Michael Ess and Katja Heitmair-Wietzorrek and Matthias Frick and Nikolaus Umlauf and
Hanno Ulmer and Gerhard Poelzl},
title = {Serum Phosphate and Long-Term Outcome Among Patients With Stable Heart Failure},
journal = {Journal of Cardiac Failure},
year = {2013},
volume = {19},
number = {1},
pages = {25--30},
url = {http://www.onlinejcf.com/article/S1071916412013632/abstract}
}
@article{NiksBib-A:Lang+Umlauf+Wechselberger+Harttgen+Kneib:2012,
author = {Stefan Lang and Nikolaus Umlauf and Peter Wechselberger and Kenneth Harttgen and Thomas Kneib},
title = {Multilevel structured additive regression},
journal = {Statistics and Computing},
year = {2012},
pages = {223--238},
volume = {24},
number = {2},
publisher = {Springer},
doi = {10.1007/s11222-012-9366-0}
}
@article{NiksBib-A:Umlauf+Mayr+Messner:2012,
author = {Nikolaus Umlauf and Georg Mayr and Jakob Messner and Achim Zeileis},
title = {Why Does It Always Rain on Me? {A} Spatio-Temporal Analysis of Precipitation in {A}ustria},
journal = {Austrian Journal of Statistics},
year = {2012},
volume = {41},
number = {1},
pages = {81--92},
doi = {10.17713/ajs.v41i1.190}
}
@techreport{NiksBib-WP:Zeileis+Umlauf+Leisch:2012,
author = {Achim Zeileis and Nikolaus Umlauf and Friedrich Leisch},
title = {Flexible Generation of E-Learning Exams in {R}: Moodle Quizzes, OLAT Assessments, and Beyond},
institution = {Working Papers in Economics and Statistics, Research Platform Empirical
and Experimental Economics, Universit\"at Innsbruck},
year = {2012},
type = {Working Paper},
number = {2012-27},
month = {December},
url = {http://EconPapers.repec.org/RePEc:inn:wpaper:2012-27}
}
@techreport{NiksBib-WP:Lang+Umlauf+Kneib+Hartgen+Wechselberger:2012,
title = {Multilevel Structured Additive Regression},
author = {Stefan Lang and Nikolaus Umlauf and Peter Wechselberger and Kenneth Harttgen
and Thomas Kneib},
institution = {Working Papers in Economics and Statistics, Research Platform Empirical
and Experimental Economics, Universit\"at Innsbruck},
year = {2012},
type = {Working Paper},
number = {2012-07},
month = {April},
url = {http://EconPapers.repec.org/RePEc:inn:wpaper:2012-07}
}
@article{NiksBib-A:Strasak+Umlauf+Pfeiffer+Lang:2011,
author = {Alexander M. Strasak and Nikolaus Umlauf and Ruth M. Pfeiffer and Stefan Lang},
title = {Comparing Penalized Splines and Fractional Polynomials as Smoothing
Techniques for Flexible Modelling the Effect of Continuous Predictor
Variables},
journal = {Computational Statistics \& Data Analysis},
year = {2011},
volume = {55},
pages = {1540--1551},
doi = {10.1016/j.csda.2010.10.019}
}
@inproceedings{NiksBib-A:Lang+Umlauf+Brunauer:2010p,
title = {Hierarchical Structured Additive Regression},
author = {Stefan Lang and Nikolaus Umlauf and Wolfgang Brunauer},
editor = {Adrian Bowman},
booktitle = {Proceedings of the 25th International Workshop on Statistical Modelling, Glasgow,
Scotland, UK},
year = {2010},
publisher = {Glasgow University Print Unit}
}