@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}
}