@INPROCEEDINGS{Omar:Augustin:2018:SMPS,
  author = 	 {Omar, Aziz and Augustin, Thomas},
  year = 	 {2018},
  title = 	 {Estimation of Classification Probabilities in Small Domains Accounting for Nonresponse Relying on Imprecise Probability
},
  booktitle = 	 {SMPS 2018: Uncertainty Modelling in Data Science},
  editor = 	 {Sebastien Destercke and Thierry Denoeux and Maria Angeles Gil and Przemyslaw Grzegorzewski and Olgierd Hryniewicz},
  volume = 	 {832},
  publisher = 	 {Springer},
  series = 	 {Advances in Intelligent Systems and Computing},
  pages = 	 {175--182},
  url = 	 {https://link.springer.com/book/10.1007/978-3-319-97547-4},
}





@INPROCEEDINGS{plass17a:ISPTA,
  author = 	 {Plass, Julia and Omar, Aziz and Augustin, Thomas},
  year = 	 {2017},
  title = 	 {Towards a Cautious Modelling of Missing Data in Small Area Estimation},
  booktitle = 	 {Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {Alessandro Antonucci and Giorgio Corani and In{\'e}s Couso and S{\'e}bastien Destercke},
  volume = 	 {62},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {253--264},
  url = 	 {http://proceedings.mlr.press/v62/plass17a.html},
}


@article{Plass:2019:ISR,
title={Reliable Inference in Categorical Regression Analysis for Non-randomly Coarsened Observations},
year={2019},
author={Plass, Julia and Cattaneo, Marco and Augustin, Thomas and Schollmeyer, Georg and Heumann, Christian},
journal={International Statistical Review},
volume = {87},
pages = {580--603}, 
url = {https://doi.org/10.1111/insr.12329} 
}



@article{Endres2019:JOS,
author={Endres, Eva and Fink, Paul and Augustin, Thomas},
title={Imprecise Imputation: A Nonparametric Micro Approach Reflecting the Natural Uncertainty of Statistical Matching with Categorical Data},
year={2019},
journal = {Journal of Official Statistical},
volume = {35},
pages = {599--624},
url = {http://dx.doi.org/10.2478/JOS-2019-0025}
}





@ARTICLE{Omar:Augustin:2019:IJAR,
	author = {Omar, Aziz and Augustin, Thomas},
	title = {Estimation of Classification Probabilities in Small Domains Accounting for Nonresponse Relying on Imprecise Probability},
	journal = {International Journal of Approximate Reasoning},
	volume = {115},
	pages = {134--143},
	year = {2019},
	url = {https://doi.org/10.1016/j.ijar.2019.09.006},
	note = {Substantially extended, invited special issue version of Omar \& Augustin (2018, SMPS)}
}

@INPROCEEDINGS{Schwaferts2019,
  author = 	 {Schwaferts, Patrick and Augustin, Thomas},
  year = 	 {2019},
  title = 	 {Imprecise Hypothesis-Based {B}ayesian Decision Making with Simple Hypotheses},
  booktitle = 	 {Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {De Bock, Jasper and {de Campos}, Cassio P. and {de Cooman}, Gert and Quaeghebeur, Erik and Wheeler, Gregory},
  volume = 	 {103},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {338--345},
  pdf = 	 {http://proceedings.mlr.press/v103/schwaferts19a/schwaferts19a.pdf},
  url = 	 {http://proceedings.mlr.press/v103/schwaferts19a.html},
}


@INPROCEEDINGS{Ebner2019,
  author = 	 {Ebner, Luisa and Schwaferts, Patrick and Augustin, Thomas},
  year = 	 {2019},
  title = 	 {Robust {B}ayes Factor for Independent Two-Sample Comparisons under Imprecise Prior Information},
  booktitle = 	 {Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {De Bock, Jasper and {de Campos}, Cassio P. and {de Cooman}, Gert and Quaeghebeur, Erik and Wheeler, Gregory},
  volume = 	 {103},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {167--174},
  pdf = 	 {http://proceedings.mlr.press/v103/ebner19a/ebner19a.pdf},
  url = 	 {http://proceedings.mlr.press/v103/ebner19a.html},
}


@InProceedings{Fuetterer2019a:ISIPTA,
  title = 	 {Constructing Simulation Data with Dependency Structure for Unreliable Single-Cell RNA-Sequencing Data Using Copulas},
  author = 	 {Fuetterer, Cornelia and Schollmeyer, Georg and Augustin, Thomas},
  booktitle = 	 {Proceedings of the Eleventh International Symposium on Imprecise Probabilities: Theories and Applications},
  pages = 	 {216--224},
  year = 	 {2019},
  editor = 	 {De Bock, Jasper and {de Campos}, Cassio P. and {de Cooman}, Gert and Quaeghebeur, Erik and Wheeler, Gregory},
  volume = 	 {103},
  series = 	 {Proceedings of Machine Learning Research},
  address = 	 {Thagaste, Ghent, Belgium},
  month = 	 {03--06 Jul},
  publisher = 	 {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v103/fuetterer19a/fuetterer19a.pdf},
  url = 	 {http://proceedings.mlr.press/v103/fuetterer19a.html},
  abstract = 	 {Simulation studies are becoming increasingly important for the evaluation of complex statistical methods. They tend to represent idealized situations. With our framework, which incorporates dependency structures using copulas, we propose multidimensional simulation data with marginals based on different degrees of heterogeneity, which are built on different ranges of distribution parameters of a zero-inflated negative binomial distribution. The obtained higher and lower variation of the simulation data allows to create lower and upper distribution functions lead to simulation data containing extreme points for each observation. Our approach aims at being closer to reality by considering data distortion. It is an approach of examining classification quality in case of measurement distortions in gene expression data and might propose specific instructions of calibrating measuring instruments.}
}



@InProceedings{Schollmeyer2019a:ISIPTA,
  title = 	 {A Short Note on the Equivalence of the Ontic and the Epistemic View on Data Imprecision for the Case of Stochastic Dominance for Interval-Valued Data},
  author = 	 {Schollmeyer, Georg},
  booktitle = 	 {Proceedings of the Eleventh International Symposium on Imprecise Probabilities: Theories and Applications},
  pages = 	 {330--337},
  year = 	 {2019},
  editor = 	 {De Bock, Jasper and {de Campos}, Cassio P. and {de Cooman}, Gert and Quaeghebeur, Erik and Wheeler, Gregory},
  volume = 	 {103},
  series = 	 {Proceedings of Machine Learning Research},
  address = 	 {Thagaste, Ghent, Belgium},
  month = 	 {03--06 Jul},
  publisher = 	 {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v103/schollmeyer19a/schollmeyer19a.pdf},
  url = 	 {http://proceedings.mlr.press/v103/schollmeyer19a.html},
  abstract = 	 {In the context of the analysis of interval-valued or set-valued data it is often emphasized that one has to carefully distinguish between an epistemic and an ontic understanding of set-valued data. However, there are cases, for which an ontic and an epistemic view do still lead to exactly the same results of the corresponding data analysis. The present paper is a short note on this fact in the context of the analysis of stochastic dominance for interval-valued data.}
}




@article{Sarabi:Jamab:Araabi:Augustin:2013,
  author    = {Atiye Sarabi{-}Jamab and
               Babak Nadjar Araabi and
               Thomas Augustin},
  title     = {Information-based dissimilarity assessment in {D}empster-{S}hafer theory},
  journal   = {Knowledge-Based Systems},
  volume    = {54},
  pages     = {114--127},
  year      = {2013},
  }
	
	
@INPROCEEDINGS{Augustin:2018:SUM,
  author = 	 {Augustin, Thomas},
  year = 	 {2018},
  title = 	 {Imprecise Sampling Models for Modelling Unobserved Heterogeneity? {B}asic Ideas of a Credal Likelihood Concept},
  booktitle = 	 {Scalable Uncertainty Management (Proceedings of the 12th International Conference, SUM 2018, Milan (Italy)},
  editor = 	 {Davide Ciucci and Gabriella Pasi and Barbara Vantaggi}, 
  volume = 	 {11},
  publisher = {Springer},
  series = 	 {Lecture Notes in Artificial Intelligence},
  pages = 	 {351--358},
  url = 	 {https://link.springer.com/book/10.1007/978-3-319-97547-4},
}






@PHDTHESIS{PlassPhd,
  author = {Plass, Julia}, 
  title = {Statistical modelling of categorical data under ontic and epistemic imprecision: contributions to power set based analyses, cautious likelihood inference and (non-)testability of coarsening mechanism}, 
  school = {Department of Statistics, LMU Munich}, 
  year = {2018},
  url = {https://edoc.ub.uni-muenchen.de/22298/}
}

@PHDTHESIS{JansenPhd,
  author = {Jansen, Christoph}, 
  title = {Some contributions to decision making in complex information settings with imprecise probabilities and incomplete preferences: {T}heoretical and algorithmic results}, 
  school = {Department of Statistics, LMU Munich}, 
  year = {2018},
  url = {https://edoc.ub.uni-muenchen.de/22653/}
}

@ARTICLE{Augustin:Seising:2018,
	author = {Augustin, Thomas and Seising, Rudolf},
	title = {{K}urt {W}eichselberger's Contribution to Imprecise Probabilities},
	journal = {International Journal of Approximate Reasoning},
	volume = {98},
	pages = {132--145},
	year = {2018},
	url = {https://doi.org/10.1016/j.ijar.2018.04.009},
	note = {Substantially extended, invited special issue version of Augustin \& Seising (2017, ISIPTA)}
}

@ARTICLE{Jansen:Schollmeyer:Augustin:2018:IJAR,
	author = {Jansen, Christoph and Schollmeyer, Georg and Augustin, Thomas},
	title = {Concepts for decision making under severe uncertainty with partial ordinal and partial cardinal preferences},
	journal = {International Journal of Approximate Reasoning},
	volume = {98},
	pages = {112--131},
	year = {2018},
	url = {https://doi.org/10.1016/j.ijar.2018.04.011},
	note = {Substantially extended, invited special issue version of Jansen, Schollmeyer \& Augustin  (2017, ISIPTA)}
}


@MANUAL{Fink2018Rimptree,
  title = {{i}mptree: {C}lassification {T}rees with {I}mprecise {P}robabilities},
  author = {Fink, Paul},
  year = {2018},
  note = {R package version 0.5.1},
  url = {https://CRAN.R-project.org/package=imptree},
}

@PHDTHESIS{FinkPhD,
  author = {Fink, Paul}, 
  title = {Contributions to reasoning on imprecise data: {I}mprecise classification trees, generalized linear regression on microaggregated data and imprecise imputation}, 
  school = {Department of Statistics, LMU Munich},
  year = {2018},
  url = {https://edoc.ub.uni-muenchen.de/22547/}
}

@MANUAL{EndresFink2018Rimpimp,
  title = {{i}mpimp: {I}mprecise {I}mputation for {S}tatistical {M}atching},
  author = {Fink, Paul  and Endres, Eva},
  year = {2018},
  note = {R package version 0.3.0},
  url = {https://CRAN.R-project.org/package=impimp},
}

@ARTICLE{JansenSchollmeyerAugustin2018,
  author = {Jansen, Christoph and Schollmeyer, Georg and Augustin, Thomas},
  year = {2018},
  title = {A probabilistic evaluation framework for preference aggregation reflecting group homogeneity},
  journal = {Mathematical Social Sciences},
  volume = {96},
  pages = {49--62},
  url = {https://doi.org/10.1016/j.mathsocsci.2018.09.001},
}

@ARTICLE{Augustin:Doria:Marinacci:2017,
	author = {Thomas Augustin and Serena Doria and M{\'a}ssimo Marinacci},
	title = {Imprecise Probability: Theories and Applications [Editorial to Virtual Special Issue on the Ninth International Symposium on Imprecise Probability: Theories and Applications (ISIPTA 2015)]},
	journal = {International Journal of Approximate Reasoning},
	volume = {84},
	pages = {39--40},
	year = {2017},
	url = {https://doi.org/10.1016/j.ijar.2017.03.001}
}

@TECHREPORT{epub40448,
	author = {Georg Schollmeyer},
	number = {207},
	title = {Lower quantiles for complete lattices},
	year = {2017},
	institution = {Department of Statistics, LMU},
	url = {https://epub.ub.uni-muenchen.de/40448/}
}

@TECHREPORT{epub40452,
	author = {Georg Schollmeyer},
	title = {Application of lower quantiles for complete lattices to ranking data: analyzing outlyingness of preference orderings},
	number = {208},
	year = {2017},
	institution = {Department of Statistics, LMU},
	url = {https://epub.ub.uni-muenchen.de/40452/}
}

@TECHREPORT{epub40416,
	title = {Detecting stochastic dominance for poset-valued random variables as an example of linear programming on closure systems},
	number = {209},
	year = {2017},
	author = {Georg Schollmeyer and Christoph Jansen and Thomas Augustin},
	institution = {Department of Statistics, LMU},
	url = {https://epub.ub.uni-muenchen.de/40416/}
}

@TECHREPORT{epub40450,
	institution = {Department of Statistics, LMU},
	author = {Georg Schollmeyer and Christoph Jansen and Thomas Augustin},
	year = {2017},
	title = {A simple descriptive method for multidimensional item response theory based on stochastic dominance},
	number = {210},
	url = {https://epub.ub.uni-muenchen.de/40450/}
}

@article{PlassCattaneoSchollmeyerAugustin:2017,
  author = {Plass, Julia and Cattaneo, Marco and Schollmeyer, Georg and Augustin, Thomas},
  title = {On the testability of coarsening assumptions: {A} hypothesis test for subgroup independence},
  journal = {International Journal of Approximate Reasoning},
  volume = {90},
  pages = {292--306},
  year = {2017},
  url = {https://doi.org/10.1016/j.ijar.2017.07.014}
}

@TECHREPORT{PlassCattaneoSchollmeyerAugustin:2017tech,
  author = {Plass, Julia and Cattaneo, Marco and Schollmeyer, Georg and Augustin, Thomas},
  title = {On the testability of coarsening assumptions: {A} hypothesis test for subgroup independence},
  institution = {Department of Statistics, LMU Munich},
  year = {2017},
  number = {201},
  url = {https://epub.ub.uni-muenchen.de/36407/}
}

@TECHREPORT{PlassCattaneoAugustinSchollmeyerHeumann:2017,
   author = {Plass, Julia and Cattaneo, Marco and Augustin, Thomas and Schollmeyer, Georg and Heumann, Christian},
  title = {Towards a reliable categorical regression analysis for non-randomly coarsened observations: An analysis with {G}erman labour market data},
  institution = {Department of Statistics, LMU Munich},
  year = {2017},
  number = {206},
  url = {https://epub.ub.uni-muenchen.de/41600/}
}

@INPROCEEDINGS{Augustin2017,
  author = 	 {Augustin, Thomas and Seising, Rudolf},
  year = 	 {2017},
  title = 	 {{K}urt {W}eichselberger's Contribution to Imprecise Probabilities},
  booktitle = 	 {Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {Alessandro Antonucci and Giorgio Corani and In{\'e}s Couso and S{\'e}bastien Destercke},
  volume = 	 {62},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {13--24},
  url = 	 {http://proceedings.mlr.press/v62/augustin17a.html},
}

@INPROCEEDINGS{fink17a,
  author = 	 {Fink, Paul and Augustin, Thomas},
  year = 	 {2017},
  title = 	 {({G}eneralized) Linear Regression on Microaggregated Data -- From Nuisance Parameter Optimization to Partial Identification},
  booktitle = 	 {Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {Alessandro Antonucci and Giorgio Corani and In{\'e}s Couso and S{\'e}bastien Destercke},
  volume = 	 {62},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {157--168},
  url = 	 {http://proceedings.mlr.press/v62/fink17a.html},
}

@INPROCEEDINGS{jansen17a,
  author = 	 {Jansen, Christoph and Schollmeyer, Georg and Augustin, Thomas},
  year = 	 {2017},
  title = 	 {Concepts for Decision Making under Severe Uncertainty with Partial Ordinal and Partial Cardinal Preferences},
  booktitle = 	 {Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {Alessandro Antonucci and Giorgio Corani and In{\'e}s Couso and S{\'e}bastien Destercke},
  volume = 	 {62},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {181--192},
  url = 	 {http://proceedings.mlr.press/v62/jansen17a.html},
}

@INPROCEEDINGS{plass17a,
  author = 	 {Plass, Julia and Omar, Aziz and Augustin, Thomas},
  year = 	 {2017},
  title = 	 {Towards a Cautious Modelling of Missing Data in Small Area Estimation},
  booktitle = 	 {Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications},
  editor = 	 {Alessandro Antonucci and Giorgio Corani and In{\'e}s Couso and S{\'e}bastien Destercke},
  volume = 	 {62},
  publisher = 	 {PMLR},
  series = 	 {Proceedings of Machine Learning Research},
  pages = 	 {253--264},
  url = 	 {http://proceedings.mlr.press/v62/plass17a.html},
}

@MISC{EndresFinkAugustin2017,
  author = {Endres, Eva and Fink, Paul and Augustin, Thomas},
  title = {Imprecise imputation for statistical matching},
  howpublished = {Poster presentation},
  year = {2017},
  note = {ISIPTA '17: Tenth International Symposium on Imprecise Probability: Theories and Applications},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www2.idsia.ch/cms/isipta-ecsqaru/wp-content/uploads/sites/6/2017/05/Poster_Endres_Isipta17.pdf}
}

@MISC{FinkWalter2017,
  author = {Fink, Paul and Walter, Gero},
  title = {Updated and Extended Network Analysis of the Imprecise Probability Community based on {ISIPTA} Electronic Proceedings},
  howpublished = {Poster presentation},
  year = {2017},
  note = {ISIPTA '17: Tenth International Symposium on Imprecise Probability: Theories and Applications},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www2.idsia.ch/cms/isipta-ecsqaru/wp-content/uploads/sites/6/2017/05/Poster_Fink_Isipta17.pdf}
}


@INPROCEEDINGS{Jansen2017,
  author = {Jansen, Christoph and Augustin, Thomas and Schollmeyer, Georg},
  year = {2017},
  title = {Decision Theory Meets Linear Optimization Beyond Computation},
  booktitle = {Symbolic and Quantitative Approaches to Reasoning with Uncertainty: 14th European Conference, ECSQARU 2017, Lugano, Switzerland, July 10--14, 2017, Proceedings},
  editor = {Alessandro Antonucci and Laurence Cholvy and Odile Papini},
  publisher = {Springer International Publishing},
  address = {Cham},
  pages = {329--339},
  isbn = {978-3-319-61581-3},
  url = {https://doi.org/10.1007/978-3-319-61581-3_30},
}

@PHDTHESIS{SchollmeyerPhD,
	author = {Schollmeyer, Georg}, 
	title = {Reliable statistical modeling of weakly structured information: contributions to partial identification, stochastic partial ordering and imprecise probabilities}, 
	school = {Department of Statistics, LMU Munich}, 
	year = {2017},
	url = {https://edoc.ub.uni-muenchen.de/21367/}
}

@ARTICLE{Baurecht:etal:2016,
  author = {Baurecht, Hansj{\"o}rg and  Hotze, Melanie and  Rodr{\'i}guez, Elke and Manz, Judith and  Weidinger, Stephan. and Cordell, Heather J. and Augustin*, Thomas and Strauch*, Konstantin},
  title = {(*equal contr.) {C}ompare and Contrast Meta Analysis {(CCMA)}: A Method for Identification of Pleiotropic Loci in Genome-Wide Association Studies},
  journal = {PLoS ONE},
  volume = {11},
  year = {2016},
  month = {5},
  pages = {1--10},
  url = {https://doi.org/10.1371\%2Fjournal.pone.0154872}
}

@INPROCEEDINGS{Endres:Augustin:2016,
  author = {Endres, Eva and Augustin, Thomas},
  title = {Statistical matching of discrete data by {B}ayesian networks},
  booktitle = {Journal of Machine Learning Research Workshop and Conference Proceedings (Proceedings of the Eighth International Conference on Probabilistic Graphical Models)},
  year = {2016},
  editor = {Alessandro Antonucci and Giorgio Corani and Cassio Polpo de Campos},
  volume = {52},
  pages = {159--170},
  url = {http://www.jmlr.org/proceedings/papers/v52/endres16.html}
}

@INPROCEEDINGS{PlassCattaneoSchollmeyerAugustin:2016,
  author = {Plass, Julia and Cattaneo, Marco and Schollmeyer, Georg and Augustin, Thomas},
  title = {Testing of coarsening mechanisms: {C}oarsening at random versus subgroup independence},
  booktitle = {{Soft Methods for Data Science}},
  year = {2016},
  editor = {Ferraro, Maria Brigida and Giordani, Paolo and Vantaggi, Barbara and Gagolewski, Marek and {\'A}ngeles Gil, Mar{\'i}a and Grzegorzewski, Przemys{\l}aw and Hryniewicz, Olgierd},
  pages = {415--422},
  publisher = {Springer, SMPS},
  url = {https://doi.org/10.1007/978-3-319-42972-4\_51}
}

@INPROCEEDINGS{PlassAugustinCattaneoSchollmeyer:2015,
  author = {Plass, Julia and Augustin, Thomas and Cattaneo, Marco and Schollmeyer, Georg},
  title = {Statistical modelling under epistemic data imprecision: {S}ome results on estimating multinomial distributions and logistic regression for coarse categorical data},
  booktitle = {{ISIPTA '15, Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2015},
  editor = {Augustin, Thomas and Doria, Serena and Miranda, Enrique and Quaeghebeur, Erik},
  pages = {247--256},
  publisher = {Aracne},
  address = {Rome},
  url = {http://www.sipta.org/isipta15/data/paper/20.pdf}
}

@INPROCEEDINGS{PlassFinkSchoeningAugustin:2015,
  author = {Plass, Julia and Fink, Paul and Sch{\"o}ning, Norbert and Augustin, Thomas},
  title = {Statistical modelling in surveys without neglecting the undecided: {M}ultinomial logistic regression models and imprecise classification trees under ontic data imprecision},
  booktitle = {{ISIPTA '15, Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2015},
  editor = {Augustin, Thomas and Doria, Serena and Miranda, Enrique and Quaeghebeur, Erik},
  pages = {257--266},
  publisher = {Aracne},
  address = {Rome},
  url = {http://www.sipta.org/isipta15/data/paper/19.pdf}
}

@INPROCEEDINGS{Schollmeyer2015,
  author = {Schollmeyer, Georg},
  title = {On the number and characterization of the extreme points of the core of necessity measures on finite spaces},
  booktitle = {{ISIPTA '15, Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2015},
  editor = {Augustin, Thomas and Doria, Serena and Miranda, Enrique and Quaeghebeur, Erik},
  pages = {277--286},
  publisher = {Aracne},
  address = {Rome},
  url = {http://www.sipta.org/isipta15/data/paper/11.pdf}
}

@ARTICLE{SchollmeyerAugustin,
  author = {Georg Schollmeyer and Thomas Augustin},
  title = {Statistical modeling under partial identification: {D}istinguishing three types of identification regions in regression analysis with interval data},
  journal = {International Journal of Approximate Reasoning},
  year = {2015},
  volume = {56, Part B},
  pages = {224--248},
  url = {https://doi.org/10.1016/j.ijar.2014.07.003}
}

@TECHREPORT{PlassFinkSchoeningAugustin,
  author = {Pla{\ss}, Julia and Fink, Paul and Sch{\"o}ning, Norbert and Augustin, Thomas},
  title = {Statistical modelling in surveys without neglecting ``The undecided'': Multinomial logistic regression models and imprecise classification trees under ontic data imprecision - extended version},
  institution = {Department of Statistics, LMU Munich},
  year = {2015},
  number = {179}
}

@MISC{EndresAugustin2015,
  author = {Endres, Eva and Augustin, Thomas},
  title = {Probabilistic graphical models for statistical matching},
  howpublished = {Poster presentation},
  year = {2015},
  note = {ISIPTA '15: Ninth International Symposium on Imprecise Probability: Theories and Applications},
  publisher = {Aracne},
  address = {Rome},
  url = {http://www.sipta.org/isipta15/?pag=proceedings}
}

@INCOLLECTION{Cattaneo2014a,
  author = {Cattaneo, Marco},
  title = {Maxitive integral of real-valued functions},
  booktitle = {{Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part~1}},
  publisher = {Springer},
  year = {2014},
  editor = {Laurent, Anne and Strauss, Olivier and Bouchon-Meunier, Bernadette and Yager, Ronald},
  volume = {442},
  series = {Communications in Computer and Information Science},
  pages = {226--235},
  isbn = {978-3-319-08794-8},
  keywords = {maxitive measures; nonadditive integrals; location and scale invariance; Shilkret integral; convexity; subadditivity},
  language = {English},
  url = {https://doi.org/10.1007/978-3-319-08795-5\_24}
}

@INCOLLECTION{Cattaneo2014b,
  author = {Cattaneo, Marco},
  title = {A continuous updating rule for imprecise probabilities},
  booktitle = {{Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part~3}},
  publisher = {Springer},
  year = {2014},
  editor = {Laurent, Anne and Strauss, Olivier and Bouchon-Meunier, Bernadette and Yager, Ronald},
  volume = {444},
  series = {Communications in Computer and Information Science},
  pages = {426--435},
  isbn = {978-3-319-08851-8},
  keywords = {coherent lower and upper previsions; natural extension; regular extension; alpha-cut; robustness; Hausdorff distance},
  language = {English},
  url = {https://doi.org/10.1007/978-3-319-08852-5\_44}
}

@ARTICLE{Cattaneo2014,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {On the implementation of {LIR}: the case of simple linear regression with interval data},
  journal = {Computational Statistics},
  year = {2014},
  volume = {29},
  pages = {743--767},
  number = {3--4},
  url = {https://doi.org/10.1007/s00180-013-0459-9}
}

@BOOK{AugustinCoolendeCoomanTroffaes,
  editor = {Augustin, Thomas and Coolen, Frank P. A. and de Cooman, Gert and Troffaes, Matthias C. M.},
  title = {{I}ntroduction to {I}mprecise {P}robabilities},
  year = {2014},
  publisher = {Wiley},
  address = {Chichester},
  isbn = {978-0-470-97381-3},
  url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0470973811.html}
}

@MASTERSTHESIS{Endres2014,
  author = {Endres, Eva},
  title = {Pre-validation for assessing the added predictive value of high-dimensional molecular data in binary classification},
  school = {LMU Munich},
  year = {2014}
}

@INCOLLECTION{AugustinWalterCoolen,
  author = {Augustin, Thomas and Walter, Gero and Coolen, Frank P. A.},
  title = {Statistical inference},
  booktitle = {Introduction to Imprecise Probabilities},
  publisher = {Wiley},
  year = {2014},
  editor = {Augustin, Thomas and Coolen, Frank P. A. and de Cooman, Gert and Troffaes, Matthias C. M.},
  pages = {135--189},
  isbn = {978-0-470-97381-3},
  url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0470973811.html}
}

@ARTICLE{Brandt2014,
  author = {Blanchet, Xavier and Cesarek, Katja and Brandt, Johanna and Herwald, Heiko and Teupser, Daniel and K{\"u}chenhoff, Helmut and Karshovska, Ela and Mause, Sebastian F. and Siess, Wolfgang and Wasmuth, Hermann and Soehnlein, Oliver and Koenen, Rory R. and Weber, Christian and von Hundelshausen, Philipp},
  year = {2014},
  title = {Inflammatory role and prognostic value of platelet chemokines in acute coronary syndrome},
  journal = {Thrombosis and Haemostasis},
  volume = {112},
  number = {6},
  pages = {1277--1287},
  url = {https://doi.org/10.1160/TH14-02-0139},
}

@ARTICLE{Bernau2013,
  author = {Bernau, Christoph and Augustin, Thomas and Boulesteix, Anne-Laure},
  title = {Correcting the optimal resampling-based error rate by estimating the error rate of wrapper algorithms},
  journal = {Biometrics},
  year = {2013},
  volume = {69},
  pages = {693--702},
  number = {3},
  keywords = {Classification, High-dimensional data, Method selection bias, Repeated subsampling, Tuning bias},
  url = {https://doi.org/10.1111/biom.12041}
}

@INPROCEEDINGS{Cattaneo2013,
  author = {Cattaneo, Marco},
  title = {On the robustness of imprecise probability methods},
  booktitle = {{ISIPTA '13, Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2013},
  editor = {Cozman, Fabio and Den{\oe}ux, Therry and Destercke, S{\'e}bastien and Seidfenfeld, Teddy},
  pages = {33--41},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta13/index.php?id=paper\&paper=004.html}
}

@TECHREPORT{Cattaneo2013a,
  author = {Cattaneo, Marco},
  title = {On maxitive integration},
  institution = {Department of Statistics, LMU Munich},
  year = {2013},
  number = {147},
  url = {https://epub.ub.uni-muenchen.de/16283/}
}

@ARTICLE{Cattaneo2013c,
  author = {Cattaneo, Marco},
  title = {Likelihood decision functions},
  journal = {Electronic Journal of Statistics},
  year = {2013},
  volume = {7},
  pages = {2924--2946},
  url = {https://doi.org/10.1214/13-EJS869}
}

@INPROCEEDINGS{Fink2013,
  author = {Fink, Paul and Crossman, Richard},
  title = {Entropy based classification trees},
  booktitle = {{ISIPTA '13, Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2013},
  editor = {Cozman, Fabio and Den{\oe}ux, Therry and Destercke, S{\'e}bastien and Seidfenfeld, Teddy},
  pages = {139--147},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta13/index.php?id=paper\&paper=014.html}
}

@INCOLLECTION{Kopf2013,
  author = {Kopf, Julia and Augustin, Thomas and Strobl, Carolin},
  title = {The potential of model-based recursive partitioning in the social sciences --- {R}evisiting {O}ckham's {R}azor},
  booktitle = {{Contemporary Issues in Exploratory Data Mining}},
  publisher = {Routledge},
  year = {2013},
  editor = {McArdle, John and Ritschard, Gilbert},
  pages = {75--95},
  address = {New York}
}

@INPROCEEDINGS{Schollmeyer2013,
  author = {Schollmeyer, Georg and Augustin, Thomas},
  title = {On sharp identification regions for regression under interval data},
  booktitle = {{ISIPTA '13, Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2013},
  editor = {Cozman, Fabio and Den{\oe}ux, Therry and Destercke, S{\'e}bastien and Seidfenfeld, Teddy},
  pages = {285--294},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta13/index.php?id=paper\&paper=028.html}
}

@TECHREPORT{SchollmeyerAugustin2013,
  author = {Georg Schollmeyer and Thomas Augustin},
  title = {On sharp Iientification regions for regression under interval data},
  institution = {Department of Statistics, LMU Munich},
  year = {2013},
  number = {143}
}

@INPROCEEDINGS{Utkin2013,
  author = {Utkin, Lev and Wiencierz, Andrea},
  title = {An Imprecise boosting-like approach to regression},
  booktitle = {{ISIPTA '13, Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2013},
  editor = {Cozman, Fabio and Den{\oe}ux, Therry and Destercke, S{\'e}bastien and Seidfenfeld, Teddy},
  pages = {345--354},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta13/index.php?id=paper\&paper=035.html}
}

@ARTICLE{Wunder2013,
  author = {Wunder, Christoph and Wiencierz, Andrea and Schwarze, Johannes and K{\"u}chenhoff, Helmut},
  title = {Well-being over the life span: {S}emiparametric evidence from {B}ritish and {G}erman longitudinal data},
  journal = {Review of Economics and Statistics},
  year = {2013},
  volume = {95},
  pages = {154--167},
  url = {https://doi.org/10.1162/REST\_a\_00222}
}

@MASTERSTHESIS{Plass2013,
  author = {Pla{\ss}, Julia},
  title = {Coarse categorical data under epistemic and ontologic uncertainty: Comparison and extension of some approaches},
  school = {LMU Munich},
  year = {2013}
}

@PHDTHESIS{WiencierzPhD,
  author = {Wiencierz, Andrea}, 
  title = {Regression analysis with imprecise data}, 
  school = {Department of Statistics, LMU Munich}, 
  year = {2013},
  url = {https://edoc.ub.uni-muenchen.de/16678/}
}

@PHDTHESIS{KopfPhD,
  author = {Kopf, Julia}, 
  title = {Model-based recursive partitioning meets item response theory: {N}ew statistical methods for the detection of differential item functioning and appropriate anchor selection}, 
  school = {Department of Statistics, LMU Munich},
  year = {2013},
  url = {https://edoc.ub.uni-muenchen.de/16434/}
}

@INCOLLECTION{Antonucci2012b,
  author = {Antonucci, Alessandro and Cattaneo, Marco and Corani, Giorgio},
  title = {Likelihood-based robust classification with {B}ayesian networks},
  booktitle = {{Advances in Computational Intelligence, Part~3}},
  publisher = {Springer},
  year = {2012},
  editor = {Greco, Salvatore and Bouchon-Meunier, Bernadette and Coletti, Giulianella and Fedrizzi, Mario and Matarazzo, Benedetto and Yager, Ronald},
  volume = {299},
  series = {Communications in Computer and Information Science},
  pages = {491--500},
  isbn = {978-3-642-31718-7},
  keyword = {Computer Science},
  url = {https://doi.org/10.1007/978-3-642-31718-7\_51}
}

@TECHREPORT{Antonucci2012a,
  author = {Antonucci, Alessandro and Cattaneo, Marco and Corani, Giorgio},
  title = {Likelihood-Based Robust Classification with {B}ayesian networks},
  institution = {IDSIA},
  year = {2012},
  number = {IDSIA--01--12},
  url = {http://www.idsia.ch/reports}
}

@TECHREPORT{Cattaneo2012c,
  author = {Cattaneo, Marco},
  title = {Likelihood decision functions},
  institution = {Department of Statistics, LMU Munich},
  year = {2012},
  number = {128},
  url = {https://epub.ub.uni-muenchen.de/16283/}
}

@TECHREPORT{Cattaneo2012a,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {On the implementation of {LIR}: the case of simple linear regression with interval data},
  institution = {Department of Statistics, LMU Munich},
  year = {2012},
  number = {127},
  url = {https://epub.ub.uni-muenchen.de/13143/}
}

@ARTICLE{Cattaneo2012b,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {Likelihood-based imprecise regression},
  journal = {International Journal of Approximate Reasoning},
  year = {2012},
  volume = {53},
  number = {8},
  pages = {1137--1154},
  keywords = {Quantile estimation},
  url = {https://doi.org/10.1016/j.ijar.2012.06.010}
}

@ARTICLE{KuechenhoffAugustinKunz2012,
  author = {K{\"u}chenhoff, Helmut and Augustin, Thomas and Kunz, Anne},
  title = {Partially identified prevalence estimation under misclassification using the {K}appa coefficient},
  journal = {International Journal of Approximate Reasoning},
  year = {2012},
  volume = {53},
  pages = {1168--1182},
  number = {8}
}

@INCOLLECTION{Wiencierz2012a,
  author = {Wiencierz, Andrea and Cattaneo, Marco},
  title = {An exact algorithm for likelihood-based imprecise regression in the case of simple linear regression with interval data},
  booktitle = {{Synergies of Soft Computing and Statistics for Intelligent Data Analysis}},
  publisher = {Springer},
  year = {2012},
  editor = {Kruse, Rudolf and Berthold, Michael and Moewes, Christian and Gil, Mar{\'{\i}}a {\'A}ngeles and Grzegorzewski, Przemys{\l}aw and Hryniewicz, Olgierd},
  volume = {190},
  series = {Advances in Intelligent Systems and Computing},
  pages = {293--301},
  isbn = {978-3-642-33042-1},
  keyword = {Engineering},
  url = {https://doi.org/10.1007/978-3-642-33042-1\_32}
}

@MASTERSTHESIS{Fink2012,
  author = {Fink, Paul},
  title = {Ensemble methods for classification trees under imprecise probabilities},
  school = {LMU Munich},
  year = {2012}
}

@INPROCEEDINGS{Antonucci2011a,
  author = {Antonucci, Alessandro and Cattaneo, Marco and Corani, Giorgio},
  title = {Likelihood-based naive credal classifier},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {21--30},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=032.html}
}

@INCOLLECTION{Augustin2011a,
  author = {Augustin, Thomas and Cattaneo, Marco},
  title = {Foundations of probability},
  booktitle = {{International Encyclopedia of Statistical Science}},
  publisher = {Springer},
  year = {2011},
  editor = {Lovric, Miodrag},
  pages = {542--544},
  isbn = {978-3-642-04898-2},
  url = {https://doi.org/10.1007/978-3-642-04898-2\_260}
}

@INPROCEEDINGS{Baker2011a,
  author = {Baker, Rebecca and Coolen-Schrijner, Pauline and Coolen, Frank and Augustin, Thomas},
  title = {{N}onparametric predictive inference for subcategory data},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {41--50},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=047.html}
}

@TECHREPORT{BernauAugustinBoulesteix2011,
  author = {Bernau, Christoph and Augustin, Thomas and Boulesteix, Anne-Laure},
  title = {Correcting the optimally selected resampling-based error rate: {A} smooth analytical alternative to nested cross-validation},
  institution = {Department of Statistics, LMU},
  year = {2011},
  number = {105},
  url = {https://epub.ub.uni-muenchen.de/12231/}
}

@ARTICLE{Cattaneo2011a,
  author = {Cattaneo, Marco},
  title = {Belief functions combination without the assumption of independence of the information sources},
  journal = {International Journal of Approximate Reasoning},
  year = {2011},
  volume = {52},
  pages = {299--315},
  number = {3},
  url = {https://doi.org/10.1016/j.ijar.2010.10.006}
}

@INPROCEEDINGS{Cattaneo2011b,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {Regression with imprecise data: {A} robust approach},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {119--128},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=015.html}
}

@TECHREPORT{Cattaneo2011c,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {Robust regression with imprecise data},
  institution = {Department of Statistics, LMU Munich},
  year = {2011},
  number = {114},
  url = {https://epub.ub.uni-muenchen.de/12395/}
}

@TECHREPORT{Cattaneo2011d,
  author = {Cattaneo, Marco and Wiencierz, Andrea},
  title = {Likelihood-based imprecise regression},
  institution = {Department of Statistics, LMU Munich},
  year = {2011},
  number = {116},
  url = {https://epub.ub.uni-muenchen.de/12450/}
}

@INCOLLECTION{CoolenTroffaesAugustin:2011,
  author = {Coolen, Frank and Troffaes, Matthias and Augustin, Thomas},
  title = {Imprecise probabilities},
  booktitle = {{International Encyclopedia of Statistical Science}},
  publisher = {Springer},
  year = {2011},
  editor = {Lovric, Miodrag},
  pages = {645--648},
  url = {https://doi.org/10.1007/978-3-642-04898-2\_296}
}

@INPROCEEDINGS{Crossman2011a,
  author = {Crossman, Richard and Abell{\'a}n, Joaqu{\'i}n and Augustin, Thomas and Coolen, Frank},
  title = {Building imprecise classification trees with entropy ranges},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {129--138},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=028.html}
}

@INPROCEEDINGS{Kuechenhoff2011a,
  author = {K{\"u}chenhoff, Helmut and Augustin, Thomas and Kunz, Anne},
  title = {Partially identified prevalence estimation under misclassification using the {K}appa coefficient},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {237--246},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=031.html}
}

@ARTICLE{SchmidHielscherAugustinGefeller:2011,
  author = {Schmid, Matthias and Hielscher, Thomas and Augustin, Thomas and Gefeller, Olaf},
  title = {A robust alternative to the {S}chemper-{H}enderson measure of prediction error},
  journal = {Biometrics},
  year = {2011},
  volume = {67},
  pages = {524--535},
  number = {2},
   url = {https://doi.org/10.1111/j.1541-0420.2010.01459.x}
}

@INPROCEEDINGS{Walter2011a,
  author = {Walter, Gero and Augustin, Thomas and Coolen, Frank},
  title = {On prior-data conflict in predictive {B}ernoulli inferences},
  booktitle = {{ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2011},
  editor = {Coolen, Frank and de Cooman, Gert and Fetz, Thomas and Oberguggenberger, Michael},
  pages = {391--400},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta11/index.php?id=paper\&paper=046.html}
}

@TECHREPORT{Wiencierz2011a,
  author = {Wiencierz, Andrea and Greven, Sonja and K{\"u}chenhoff, Helmut},
  title = {Restricted likelihood ratio testing in linear mixed models with general error covariance structure},
  institution = {Department of Statistics, LMU Munich},
  year = {2011},
  number = {109},
  url = {https://epub.ub.uni-muenchen.de/12270/}
}

@ARTICLE{Wiencierz2011b,
  author = {Wiencierz, Andrea and Greven, Sonja and K{\"u}chenhoff, Helmut},
  title = {Restricted likelihood ratio testing in linear mixed models with general error covariance structure},
  journal = {Electronic Journal of Statistics},
  year = {2011},
  volume = {5},
  pages = {1718--1734},
  url = {https://doi.org/10.1214/11-EJS654}
}

@BOOK{Augustin2011b,
  title = {{U}neindeutigkeit als {H}erausforderung},
  publisher = {Universit{\"a}t der Bundeswehr M{\"u}nchen},
  year = {2011},
  editor = {Fischer, Daniel and Bon{\ss}, Wolfgang and Augustin, Thomas and Bader, Felix and Pichlbauer, Michaela and Vogl, Dominikus},
  address = {Neubiberg},
  edition = {1},
  shorttitle = {{Risikokalkulation, Amtliche Statistik und die Modellierung des Sozialen}},
}

@ARTICLE{AugustinHable:2010,
  author = {Augustin, Thomas and Hable, Robert},
  title = {On the impact of robust statistics on imprecise probability models: a review},
  journal = {Structural Safety},
  year = {2010},
  volume = {32},
  pages = {358--365},
  number = {6},
  url = {https://doi.org/10.1016/j.strusafe.2010.06.002}
}

@INPROCEEDINGS{Cattaneo2010b,
  author = {Cattaneo, Marco},
  title = {Probabilistic-possibilistic belief networks},
  booktitle = {{Vanguard Scientific Instruments in Management 2009 (VSIM:09)}},
  year = {2010},
  editor = {Marchev, Angel and Angelov, Angel and Harizanova, Margarita and Mirchev, Milcho and Alexandrova, Matilda and Lambovska, Maya and Alexandria, Vasil},
  volume = {2},
  pages = {59--72},
  publisher = {VSIM}
}

@INPROCEEDINGS{Cattaneo2010a,
  author = {Cattaneo, Marco},
  title = {Likelihood-based inference for probabilistic graphical models: {S}ome preliminary results},
  booktitle = {{PGM 2010, Proceedings of The Fifth European Workshop on Probabilistic Graphical Models}},
  year = {2010},
  editor = {Myllym{\"a}ki, Petri and Roos, Teemu and Jaakkola, Tommi},
  pages = {57--64},
  publisher = {HIIT Publications},
  isbn = {978-952-60-3314-3},
  url = {http://www.helsinki.fi/pgm2010/proceedings.html}
}

@TECHREPORT{Kopf2010a,
  author = {Kopf, Julia and Augustin, Thomas and Strobl, Carolin},
  title = {The potential of model-based recursive partitioning in the social sciences --- {R}evisiting {O}ckham's {R}azor},
  institution = {Department of Statistics, LMU Munich},
  year = {2010},
  number = {88},
  url = {https://epub.ub.uni-muenchen.de/11933/}
}

@ARTICLE{RummelAugustinKuechenhoff:2010,
  author = {Rummel, David and Augustin, Thomas and K{\"u}chenhoff, Helmut},
  title = {Correction for covariate measurement error in nonparametric longitudinal regression},
  journal = {Biometrics},
  year = {2010},
  volume = {66},
  pages = {1209--1219},
  number = {4},
  url = {https://doi.org/10.1111/j.1541-0420.2009.01382.x}
}

@INCOLLECTION{Strobl2010a,
  author = {Strobl, Carolin and Kopf, Julia and Zeileis, Achim},
  title = {{W}issen {F}rauen weniger oder nur das {F}alsche? {E}in statistisches {M}odell f{\"u}r unterschiedliche {A}ufgaben-{S}chwierigkeiten in {T}eilstichproben},
  booktitle = {{Wissenswelten des 21. Jahrhunderts - Erkenntnisse aus dem Studentenpisa-Test des SPIEGEL}},
  publisher = {VS Verlag},
  year = {2010},
  editor = {Trepte, Sabine and Verbeet, Markus},
  pages = {255--272},
  address = {Wiesbaden}
}

@TECHREPORT{Strobl2010b,
  author = {Strobl, Carolin and Kopf, Julia and Zeileis, Achim},
  title = {A new method for detecting differential item functioning in the {R}asch model},
  institution = {Department of Statistics, LMU Munich},
  year = {2010},
  number = {92}
}

@INCOLLECTION{Walter2010a,
  author = {Walter, Gero and Augustin, Thomas},
  title = {Bayesian linear regression --- different conjugate models and their (in)sensitivity to prior-data conflict},
  booktitle = {{Statistical Modelling and Regression Structures}},
  publisher = {Springer},
  year = {2010},
  editor = {Thomas Kneib and Gerhard Tutz},
  series = {Festschrift in Honour of Ludwig Fahrmeir},
  pages = {59--78},
  url = {https://link.springer.com/chapter/10.1007\%2F978-3-7908-2413-1\_4}
}

@PROCEEDINGS{AugustinCoolenTroffaesMoral2010,
  title = {{\em Special issue on imprecise probability in statistical inference and decision making.} International Journal of Approximate Reasoning, {\em 51 (9), 1011--1172}},
  year = {2010},
  editor = {Augustin, Thomas and Coolen, Frank and Troffaes, Matthias and Moral, Seraf{\'i}n},
  url = {https://doi.org/10.1016/j.ijar.2010.08.001}
}

@INPROCEEDINGS{AugustinHable2:2009,
  author = {Augustin, Thomas and Hable, Robert},
  title = {On the impact of robust statistics on imprecise probability models: a review},
  booktitle = {{Safety, Reliability and Risk of Structures, Infrastructures and Engineering Systems. Proceedings of ICOSSAR2009 (The 10th International Conference on Structural Safety and Reliability, Osaka)}},
  year = {2009},
  editor = {Furuta, Hitoshi and Frangopol, Dan Mircea and Shinozuka, Masanobu},
  publisher = {Taylor and Francis}
}

@INPROCEEDINGS{BronevichAugustin:2009,
  author = {Bronevich, Andrey and Augustin, Thomas},
  title = {Approximation of coherent lower probabilities by $2$-monotone measures},
  booktitle = {{ISIPTA '09: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications}},
  year = {2009},
  editor = {Augustin, Thomas and Coolen, Frank and Moral, Seraf{\'i}n and Troffaes, Matthias},
  pages = {61--69},
  address = {Manno},
  publisher = {SIPTA},
  url = {http://www.sipta.org/isipta09/proceedings/papers/s045.pdf}
}

@INPROCEEDINGS{Cattaneo2009a,
  author = {Cattaneo, Marco},
  title = {A generalization of credal networks},
  booktitle = {{ISIPTA '09, Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications}},
  year = {2009},
  editor = {Augustin, Thomas and Coolen, Frank and Moral, Seraf{\'i}n and Troffaes, Matthias},
  pages = {79--88},
  publisher = {SIPTA},
  address = {Manno},
  url = {http://www.sipta.org/isipta09/proceedings/062.html}
}

@ARTICLE{CoolenAugustin:2008,
  author = {Coolen, Frank and Augustin, Thomas},
  title = {A nonparametric predictive alternative to the imprecise {D}irichlet model: the case of a known number of categories},
  journal = {International Journal of Approximate Reasoning},
  year = {2009},
  volume = {50},
  pages = {217--230},
  url = {https://doi.org/10.1016/j.ijar.2008.03.011}
}

@ARTICLE{CoolenSchrijnerTroffaesAugustin:2009,
  author = {Coolen-Schrijner, Pauline and Coolen, Frank and Troffaes Matthias and Augustin, Thomas},
  title = {Imprecision in statistical theory and practice},
  journal = {Journal of Statistical Theory and Practice},
  year = {2009},
  volume = {3},
  pages = {1--9}
}

@ARTICLE{EinbeckAugustin:2008,
  author = {Einbeck, Jochen and Augustin, Thomas},
  title = {On design-weighted local fitting and its relation to the {H}orvitz-{T}hompson estimator},
  journal = {Statistica Sinica},
  year = {2009},
  volume = {19},
  pages = {103--123},
  number = {1},
}

@INPROCEEDINGS{MihalyiDemlAugustin:2009,
  author = {Mihalyi, Andreas and Deml, Barbara and Augustin, Thomas},
  title = {A contribution to integrated driver modeling: a coherent framework for modeling both non-routine and routine elements of the driving task},
  booktitle = {{2nd International Conference on Digital Human Modeling held at the HCI International (13th International Conference on Human-Computer Interaction)}},
  year = {2009},
  editor = {Duffy, Vincent},
  pages = {433--442},
  publisher = {Springer},
  url = {https://doi.org/10.1007/978-3-642-02809-0\_46}
}

@ARTICLE{NeuhausAugustinHeumannDaumer:2009,
  author = {Neuhaus, Anneke and Augustin, Thomas and Heumann, Christian and Daumer, Martin},
  title = {A review on joint models in biometrical research},
  journal = {Journal of Statistical Theory and Practice},
  year = {2009},
  volume = {3},
  pages = {855-868}
}

@ARTICLE{StroblAugustin:2009,
  author = {Strobl, Carolin and Augustin, Thomas},
  title = {Adaptive selection of extra cutpoints --- an approach towards reconciling robustness and interpretability in classification trees},
  journal = {Journal of Statistical Theory and Practice},
  year = {2009},
  volume = {3},
  pages = {119--135}
}

@ARTICLE{Walter2009a,
  author = {Walter, Gero and Augustin, Thomas},
  title = {Imprecision and prior-data conflict in generalized {B}ayesian inference},
  journal = {Journal of Statistical Theory and Practice},
  year = {2009},
  volume = {3},
  pages = {255--271}
}

@TECHREPORT{Walter2009b,
  author = {Walter, Gero and Augustin, Thomas},
  title = {{B}ayesian linear regression --- different conjugate models and their (in)sensitivity to prior-data conflict},
  institution = {Department of Statistics, LMU Munich},
  year = {2009},
  number = {69},
  url = {https://epub.ub.uni-muenchen.de/11050/1/tr069.pdf}
}

@MASTERSTHESIS{Wiencierz2009,
  author = {Wiencierz, Andrea},
  title = {{A}rthur {P}. {D}empster's generalized inference theory: {T}heoretical foundations, extensions and modern applications},
  school = {LMU Munich},
  year = {2009}
}

@TECHREPORT{Wunder2009,
  author = {Wunder, Christoph and Wiencierz, Andrea and Schwarze, Johannes and K{\"u}chenhoff, Helmut and Kleyer, Sara and Bleninger, Philipp},
  title = {Well-being over the life span: {S}emiparametric evidence from {B}ritish and {G}erman longitudinal data},
  institution = {DIW Berlin},
  year = {2009},
  number = {179},
  url = {http://www.diw.de/documents/publikationen/73/98054/diw\_sp0179.pdf}
}

@PROCEEDINGS{AugustinCoolenSchrijnerCoolenTroffaes,
  title = {{\em Special issue on statistical theory and practice with } Journal of Statistical Theory and Practice {\em 3, 1--303}},
  year = {2009},
  editor = {Augustin, Thomas and Coolen, Frank and Coolen-Schrijner, Pauline and Troffaes, Matthias},
  note = {see also Coolen-Schrijner, Coolen, Troffaes, Augustin, Gupta, editors (2009).}
}

@PROCEEDINGS{AugustinCoolenTroffaesMoral2009,
  title = {{Proceedings of ISIPTA '09. Fifth International Symposium on Imprecise Probabilities and Their Applications}},
  year = {2009},
  editor = {Augustin, Thomas and Coolen, Frank and Troffaes, Matthias and Moral, Seraf{\'i}n},
  address = {Manno},
  publisher = {SIPTA},
  pages = {464+xii},
  url = {http://www.sipta.org/isipta09/proceedings/}
}

@PROCEEDINGS{AugustinMirandaVejnarova,
  title = {{\em Special issue on imprecise probability models and their applications.} International Journal of Approximate Reasoning, {\em 50 (4), 581--694}},
  year = {2009},
  editor = {Augustin, Thomas and Miranda, Enrique and Vejnarova, Jirina},
  url = {https://doi.org/10.1016/j.ijar.2009.02.009}
}

@BOOK{CoolenSchrijnerCoolenTroffaesAugustinGupta,
  editor = {Coolen-Schrijner, Pauline and Coolen, Frank and Troffaes, Matthias and Augustin, Thomas and Gupta, Sat},
  title = {{I}mprecision in {S}tatistical {T}heory and {P}ractice},
  year = {2009},
  publisher = {Grace Scientific Publishing LLC},
  address = {Greensboro},
  note = {reprinted version of Augustin, Coolen, Coolen-Schrijner, Troffaes (editos), 2009},
  isbn = {978-0-9823998-0-4}
}

@INCOLLECTION{Augustin:2008,
  author = {Augustin, Thomas},
  title = {Statistik},
  booktitle = {{Lexikon Soziologie und Sozialtheorie. Hundert Grundbegriffe}},
  publisher = {Reclam Verlag},
  year = {2008},
  editor = {Farzin, Sina and Jordan, Stefan},
  pages = {281--284},
  address = {Stuttgart}
}

@ARTICLE{Augustin1:2008,
  author = {Augustin, Thomas},
  title = {Tribute to {P}auline {C}oolen-{S}chrijner},
  journal = {Journal of Risk and Reliability},
  year = {2008},
  volume = {222},
  pages = {i--ii},
  number = {4},
  url = {https://doi.org/10.1177/1748006X0822200401}
}

@ARTICLE{Augustin2:2008,
  author = {Augustin, Thomas},
  title = {Tribute to {P}auline {C}oolen-{S}chrijner},
  journal = {SIPTA Newsletter},
  year = {2008},
  volume = {12/08}
}

@INCOLLECTION{AugustinDoringRummel:2008,
  author = {Augustin, Thomas and D{\"o}ring, Angela and Rummel, David},
  title = {Regression calibration for {C}ox regression under heteroscedastic measurement error --- {D}etermining risk factors of cardiovascular diseases from error-prone nutritional replication data},
  booktitle = {{Recent Advances in Linear Models and Related Areas, Essays in Honour of Helge Toutenburg}},
  publisher = {Physika Verlag},
  year = {2008},
  editor = {Heumann, Christian and Shalabh},
  pages = {253--278},
  address = {Heidelberg},
  url = {https://doi.org/10.1007/978-3-7908-2064-5\_13}
}

@ARTICLE{BoulesteixStroblAugustinDaumer:2008,
  author = {Boulesteix, Anne-Laure and Strobl, Carolin and Augustin, Thomas and Daumer, Martin},
  title = {Evaluating microarray--based classifiers: an overview},
  journal = {Cancer Informatics},
  year = {2008},
  volume = {6},
  pages = {77--97}
}

@INCOLLECTION{Cattaneo2008b,
  author = {Cattaneo, Marco},
  title = {Fuzzy probabilities based on the likelihood function},
  booktitle = {{Soft Methods for Handling Variability and Imprecision}},
  publisher = {Springer},
  year = {2008},
  editor = {Dubois, Didier and Lubiano, Maria and Prade, Henri and Gil, Mar{\'i}a and Grzegorzewski, Przemys{\l}aw and Hryniewicz, Olgierd},
  volume = {48},
  series = {Advances in Intelligent and Soft Computing},
  pages = {43--50},
  isbn = {978-3-540-85026-7},
  url = {https://doi.org/10.1007/978-3-540-85027-4\_6}
}

@TECHREPORT{Cattaneo2008a,
  author = {Cattaneo, Marco},
  title = {Probabilistic-possibilistic belief networks},
  institution = {Department of Statistics, LMU Munich},
  year = {2008},
  number = {32},
  url = {https://epub.ub.uni-muenchen.de/4448/}
}

@ARTICLE{HeldAugustinKriegler,
  author = {Held, Hermann and Augustin, Thomas and Kriegler, Elmar},
  title = {{B}ayesian learning for a class of priors with prescribed marginals},
  journal = {International Journal of Approximate Reasoning},
  year = {2008},
  volume = {49},
  pages = {212--233},
  number = {1},
  url = {https://doi.org/10.1016/j.ijar.2008.03.018}
}

@ARTICLE{StroblBoulesteixKneibAugustinZeileis:2008,
  author = {Strobl, Carolin and Boulesteix, Anne-Laure and Kneib, Thomas and Augustin, Thomas and Zeileis, Achim},
  title = {Conditional variable importance for random forests},
  journal = {BMC Bioinformatics},
  year = {2008},
  volume = {9},
  pages = {307--317},
  url = {https://doi.org/10.1186/1471-2105-9-307}
}

@INPROCEEDINGS{CoolenAugustin:2007,
  author = {Coolen, Frank and Augustin, Thomas},
  title = {Multinomial nonparametric predictive inference with sub-categories},
  booktitle = {{ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications}},
  year = {2007},
  editor = {de Cooman, Gert and Vejnarova, Jirina and Zaffalon, Marco},
  pages = {77--86},
  address = {Manno},
  publisher = {SIPTA},
  url = {http://www.sipta.org/isipta07/proceedings/038.html}
}

@INPROCEEDINGS{EinbeckAugustinSinger:2007,
  author = {Einbeck, Jochen and Augustin, Thomas and Singer, Julio},
  title = {Smoothing, sampling, and {B}asu's elephants},
  booktitle = {{Proceedings of the 22th International Workshop on Statistical Modelling}},
  year = {2007},
  editor = {del Castillo, Joan and Espinal, Anna and Puig, Pere},
  pages = {245--248},
  address = {Barcelona}
}

@INPROCEEDINGS{ObermeierAugustin:2007,
  author = {Obermeier, Michael and Augustin, Thomas},
  title = {Luceno's discretization method and its application in decision making under ambiguity},
  booktitle = {{ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications}},
  year = {2007},
  editor = {de Cooman, Gert and Vejnarova, Jirina and Zaffalon, Marco},
  pages = {327--336},
  address = {Manno},
  publisher = {SIPTA},
  url = {http://www.sipta.org/isipta07/proceedings/039.html}
}

@ARTICLE{StroblBoulesteixAugustin:2007,
  author = {Strobl, Carolin and Boulesteix, Anne-Laure and Augustin, Thomas},
  title = {Unbiased split selection for classification trees based on the {G}ini-index},
  journal = {Computational Statistics and Data Analysis},
  year = {2007},
  volume = {52},
  pages = {483--501},
  number = {1},
  url = {https://doi.org/10.1016/j.csda.2006.12.030}
}

@ARTICLE{UtkinAugustin1:2007,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {Decision making under imperfect measurement using the imprecise {D}irichlet model},
  journal = {International Journal of Approximate Reasoning},
  year = {2007},
  volume = {44},
  pages = {322--338},
  number = {3},
  url = {https://doi.org/10.1016/j.ijar.2006.07.016}
}

@MISC{Walter2007b,
  author = {Walter, Gero},
  title = {The normal regression model as a {LUCK}-model},
  howpublished = {Discussion Paper},
  year = {2007},
}

@MISC{Walter2007c,
  author = {Walter, Gero},
  title = {Sketch of an alternative approach to linear regression analysis under sets of conjugate priors},
  howpublished = {Discussion Paper},
  year = {2007},
}

@INPROCEEDINGS{Walter2007a,
  author = {Walter, Gero and Augustin, Thomas and Peters, Annette},
  title = {Linear regression analysis under sets of conjugate priors},
  booktitle = {{ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications}},
  year = {2007},
  editor = {de Cooman, Gert and Vejnarova, Jirina and Zaffalon, Marco},
  pages = {445--455},
  address = {Manno},
  publisher = {SIPTA},
  url = {http://www.sipta.org/isipta07/proceedings/041.html}
}

@ARTICLE{AugustinStrobl:2006,
  author = {Augustin, Thomas and Strobl, Carolin},
  title = {{B}ook review: {I}nteractive statistics for the behavioral sciences by {P}epper {W}illiams},
  journal = {Biometrics},
  year = {2006},
  volume = {62},
  pages = {625--626},
  mrreviewer = {Williams, Pepper}
}

@ARTICLE{BenderAugustinBlettner:2006,
  author = {Bender, Ralf and Augustin, Thomas and Blettner, Maria},
  title = {{L}etter to the editor: {G}enerating survival times to simulate {C}ox proportional hazards models --- by {R}alf {B}ender, {T}homas {A}ugustin and {M}aria {B}lettner, {S}tatistics in {M}edicine 2005; 24 : 1713--1723},
  journal = {Statistics in Medicine},
  year = {2006},
  volume = {25},
  pages = {1978--1979},
  number = {11},
  url = {https://doi.org/10.1002/sim.2369}
}

@ARTICLE{SchneeweissAugustin:2006,
  author = {Schneewei{\ss}, Hans and Augustin, Thomas},
  title = {Some recent advances in measurement error models and methods},
  journal = {Allgemeines Statistisches Archiv},
  year = {2006},
  volume = {90},
  pages = {183--197},
  number = {1},
  note = {Reprinted in: O.~H{\"u}bner and J.~Frohn (2006, eds.): {\em Modern Econometric Analysis --- Surveys on Recent Developments. Springer. Heidelberg.}},
  url = {https://doi.org/10.1007/s10182-006-0229-x}
}

@MASTERSTHESIS{Walter2006a,
  author = {Walter, Gero},
  title = {Robuste {B}ayes-{R}egression mit {M}engen von {P}rioris --- {E}in {B}eitrag zur {S}tatistik unter komplexer {U}nsicherheit},
  school = {LMU Munich},
  year = {2006},
}

@ARTICLE{BenderAugustinBlettner1:2005,
  author = {Bender, Ralf and Augustin, Thomas and Blettner, Maria},
  title = {Generating survival times to simulate {C}ox proportional hazards models},
  journal = {Statistics in Medicine},
  year = {2005},
  volume = {24},
  pages = {1713--1723},
  number = {11},
  url = {https://doi.org/10.1002/sim.2059}
}

@ARTICLE{Augustin3:2005,
  author = {Augustin, Thomas},
  title = {Generalized basic probability assignments},
  journal = {{International Journal of General Systems}},
  year = {2005},
  volume = {34},
  pages = {451--463},
  number = {4},
  url = {https://doi.org/10.1080/03081070500190839}
}

@INPROCEEDINGS{CoolenAugustin:2005,
  author = {Coolen, Frank and Augustin, Thomas},
  title = {Learning from multinomial data: a nonparametric predictive alternative to the imprecise {D}irichlet model},
  booktitle = {{ISIPTA '05, Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications}},
  year = {2005},
  editor = {Cozman, Fabio and Nau, Robert and Seidenfeld, Teddy},
  pages = {125--135},
  address = {Pittsburgh, Manno},
  publisher = {Carnegie Mellon University, SIPTA},
  url = {http://www.sipta.org/isipta05/proceedings/037.html}
}

@INPROCEEDINGS{UtkinAugustin2:2005,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {Powerful algorithms for decision making under partial prior information and general ambiguity attitudes},
  booktitle = {{ISIPTA '05, Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications}},
  year = {2005},
  editor = {Cozman, Fabio and Nau, Robert and Seidenfeld, Teddy},
  pages = {349--358},
  address = {Pittsburgh, Manno},
  publisher = {Carnegie Mellon University, SIPTA},
  url = {http://www.sipta.org/isipta05/proceedings/046.html}
}

@INPROCEEDINGS{UtkinAugustin3:2005,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {{Decision making under imperfect measurement using the imprecise Dirichlet model}},
  booktitle = {{ISIPTA '05, Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications}},
  year = {2005},
  editor = {Cozman, Fabio and Nau, Robert and Seidenfeld, Teddy},
  pages = {359--368},
  address = {Pittsburgh, Manno},
  publisher = {Carnegie Mellon University, SIPTA},
  url = {http://www.sipta.org/isipta05/proceedings/049.html}
}

@ARTICLE{Augustin4:2004,
  author = {Augustin, Thomas},
  title = {An exact corrected log-likelihood function for {C}ox's proportional hazards model under measurement error and some extensions},
  journal = {{Scandinavian Journal of Statistics}},
  year = {2004},
  volume = {31},
  pages = {43--50},
  number = {1},
  url = {https://doi.org/10.1111/j.1467-9469.2004.00371.x}
}

@ARTICLE{Augustin5:2004,
  author = {Augustin, Thomas},
  title = {Optimal decisions under complex uncertainty --- basic notions and a general algorithm for data-based decision making with partial prior knowledge described by interval probability},
  journal = {ZAMM Zeitschrift f{\"u}r Angewandte Mathematik und Mechanik},
  year = {2004},
  volume = {84},
  pages = {678--687},
  number = {10-11},
  url = {https://doi.org/10.1002/zamm.200410151}
}

@ARTICLE{AugustinCoolen:2004,
  author = {Augustin, Thomas and Coolen, Frank},
  title = {Nonparametric predictive inference and interval probability},
  journal = {Journal of Statistical Planning and Inference},
  year = {2004},
  volume = {124},
  pages = {251--272},
  number = {2},
  url = {https://doi.org/10.1016/j.jspi.2003.07.003}
}

@ARTICLE{AugustinWolff:2004,
  author = {Augustin, Thomas and Wolff, Joachim},
  title = {A bias analysis of {W}eibull models under heaped data},
  journal = {Statistical Papers},
  year = {2004},
  volume = {45},
  pages = {211--229},
  number = {2},
  url = {https://doi.org/10.1007/BF02777224}
}

@ARTICLE{NeuhausDaumerKapposAugustinKuechenhoff,
  author = {Neuhaus, Anneke and Daumer, Martin and Kappos, Ludwig and Augustin, Thomas and K{\"u}chenhoff, Helmut},
  title = {Modelling time to progression in multiple sclerosis regarding the error in the response variable},
  journal = {Multiple Sclerosis},
  year = {2004},
  volume = {10},
  pages = {99},
  number = {7032, Suppl. 2}
}

@INPROCEEDINGS{UtkinAugustin4:2004,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {Fuzzy decision making using the imprecise {D}irichlet model},
  booktitle = {{Proceedings of the International Conference on Fuzzy Sets and Soft Computing in Economics and Finance}},
  year = {2004},
  pages = {186--193},
  address = {Mexican Petroleum Institute. St. Petersburg}
}

@INPROCEEDINGS{Augustin6:2003,
  author = {Augustin, Thomas},
  title = {On the suboptimality of the generalized {B}ayes rule and robust {B}ayesian procedures from the decision theoretic point of view --- a cautionary note on updating imprecise priors},
  booktitle = {{ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications}},
  year = {2003},
  editor = {Bernard, Jean-Marc and Seidenfeld, Teddy and Zaffalon, Marco},
  pages = {31--45},
  publisher = {Carleton Scientific},
  address = {Lugano, Waterloo},
  url = {http://www.sipta.org/isipta03/proc/051.html}
}

@INPROCEEDINGS{UtkinAugustin5:2003,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {Decision making with imprecise second order probabilities},
  booktitle = {{ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications}},
  year = {2003},
  editor = {Bernard, Jean-Marc and Seidenfeld, Teddy and Zaffalon, Marco},
  pages = {547--561},
  publisher = {Carleton Scientific},
  address = {Lugano, Waterloo},
  url = {http://www.sipta.org/isipta03/proc/014.html}
}

@INPROCEEDINGS{UtkinAugustin6:2003,
  author = {Utkin, Lev and Augustin, Thomas},
  title = {Risk analysis on the basis of partial information about quantiles},
  booktitle = {{Modelling and Analysis of Safety and Risk in Complex Systems (Proceedings of the Third International Scientific School MA SR 2003)}},
  year = {2003},
  editor = {Evgueni, Solojentsev},
  pages = {172--178},
  address = {St. Petersburg},
  publisher = {Institute of Problems of Mechanical Engineering of Russian Academy of Science (IMPE RAS)}
}

@INCOLLECTION{weichselberger2003,
  author = {Weichselberger, Kurt and Augustin, Thomas},
  title = {On the symbiosis of two concepts of conditional interval probability},
  booktitle = {{ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications}},
  year = {2003},
  editor = {Bernard, Jean-Marc and Seidenfeld, Teddy and Zaffalon, Marco},
  pages = {547--561},
  publisher = {Carleton Scientific},
  address = {Lugano, Waterloo},
  url = {http://www.sipta.org/isipta03/proc/049.html}
}

@ARTICLE{WolffAugustin,
  author = {Wolff, Joachim and Augustin, Thomas},
  title = {Heaping and its consequences for duration analysis: a simulation study},
  journal = {Allgemeines Statistisches Archiv},
  year = {2003},
  volume = {87},
  pages = {59--86},
  number = {1},
}

@INCOLLECTION{Augustin9:2002,
  author = {Augustin, Thomas},
  title = {Some basic results on the extension of quasi-likelihood based measurement error correction to multivariate and flexible structural models},
  booktitle = {{Classification, Automation, and New Media (Passau, 2000)}},
  publisher = {Springer},
  year = {2002},
  editor = {Gaul, Wolfgang and Ritter, Gunter},
  pages = {29--36},
  address = {Berlin}
}

@BOOK{Augustin10:2002,
  author = {Augustin, Thomas},
  title = {{S}urvival {A}nalysis under {M}easurement {E}rror},
  publisher = {Post-doctoral Thesis. Department of Statistics, University of Munich (LMU) (172 pages)},
  year = {2002},
}

@ARTICLE{Augustin7:2002,
  author = {Augustin, Thomas},
  title = {{N}eyman-{P}earson testing under interval probability by globally least favorable pairs reviewing {H}uber-{S}trassen theory and extending it to general interval probability},
  journal = {Journal of Statistical Planning and Inference},
  year = {2002},
  volume = {105},
  pages = {149--173},
  number = {1},
  url = {https://doi.org/10.1016/S0378-3758(01)00208-7}
}

@ARTICLE{Augustin8:2002,
  author = {Augustin, Thomas},
  title = {Expected utility within a generalized concept of probability: a comprehensive framework for decision making under ambiguity},
  journal = {Statistical Papers},
  year = {2002},
  volume = {43},
  pages = {5--22},
  number = {1},
  url = {https://doi.org/10.1007/s00362-001-0083-6}
}

@INCOLLECTION{AugustinSchwarz:2002,
  author = {Augustin, Thomas and Schwarz, Regina},
  title = {{C}ox's proportional hazards model under covariate measurement error. {A} review and comparison of methods},
  booktitle = {{Total Least Squares and Errors-in-Variables Modeling (Leuven, 2001)}},
  publisher = {Kluwer Acad. Publ.},
  year = {2002},
  editor = {Van Huffel, Sabine and Lemmerling, Philippe},
  pages = {175--184},
  address = {Dordrecht}
}

@INPROCEEDINGS{Augustin12:2001,
  author = {Augustin, Thomas},
  title = {On decision making under ambiguous prior and sampling information},
  booktitle = {{ISIPTA '01: Proceedings of the Second International Symposium on Imprecise Probabilities and their Applications}},
  year = {2001},
  editor = {de Cooman, Gert and Fine, Terrence and Moral, Seraf{\'i}n and Seidenfeld, Teddy},
  pages = {9--16},
  address = {Ithaca (N.Y.), Shaker, Maastricht},
  publisher = {Cornell University},
  url = {http://www.sipta.org/isipta01/proceedings/048.html}
}

@INCOLLECTION{PoehlmannAugustin:2001,
  author = {P{\"o}hlmann, Sigrid and Augustin, Thomas},
  title = {A {K}iefer-{W}eiss optimal sequential sign test --- {S}ome considerations on a bioequivalence problem from the viewpoint of quality management},
  booktitle = {{Mathematical Statistics with Applications in Biometry (Festschrift for Siegfried Schach)}},
  publisher = {Josef Eul},
  year = {2001},
  editor = {Kunert, Joachim and Trenkler, G{\"o}tz},
  pages = {179--188},
  address = {K{\"o}ln}
}

@BOOK{Weichselberger:2001,
  author = {Weichselberger, Kurt},
  title = {{E}lementare {G}rundbegriffe einer allgemeineren {W}ahrscheinlichkeitsrechnung {I} --- {I}ntervallwahrscheinlichkeit als umfassendes {K}onzept},
  publisher = {Physika},
  year = {2001},
  address = {Heidelberg},
  note = {(unter Mitarbeit von T. Augustin und A. Wallner), Seiten: 684 + xiv}
}

@INPROCEEDINGS{Augustin13:1999,
  author = {Augustin, Thomas},
  title = {Globally least favorable pairs and {N}eyman-{P}earson testing under interval probability},
  booktitle = {{ISIPTA '99: Proceedings of the First International Symposium on Imprecise Probabilities and their Applications}},
  year = {1999},
  editor = {de Cooman, Gert and Cozman, Fabio Gagliardi and Moral, Seraf{\'i}n and Walley, Peter},
  pages = {15--24},
  address = {Gent},
  url = {ftp://decsai.ugr.es/pub/utai/other/smc/isipta99/052.pdf}
}

@INCOLLECTION{Augustin16:1999,
  author = {Augustin, Thomas},
  title = {Quasi-likelihood based correction for measurement error in accelerated failure time models},
  booktitle = {{Statistical Modelling. Proceedings of the 14th International Workshop on Statistical Modelling}},
  publisher = {l},
  year = {1999},
  editor = {Friedl, Herwig and Berghold, Andrea and Kauermann, G{\"o}ran},
  pages = {421--424}
}

@INCOLLECTION{Augustin14:1999,
  author = {Augustin, Thomas},
  title = {On data-based checking of hypotheses in the presence of uncertain knowledge},
  booktitle = {{Classification in the Information Age}},
  publisher = {Springer},
  year = {1999},
  editor = {Gaul, Wolfang and {Locarek-Junge}, Hermann},
  pages = {127--135}
}

@INCOLLECTION{Augustin17:1999,
  author = {Augustin, Thomas},
  title = {Interval probability --- towards a more comprehensive mathematical modeling of uncertainty},
  booktitle = {{Analele Facultatii de Inginerie din Hunedoara}},
  publisher = {University of Hunedoara},
  year = {1999},
  pages = {143--147},
  editor = {Maksay, Stefan}
}

@BOOK{Augustin1998,
  author = {Augustin, Thomas},
  title = {Optimale {T}ests bei {I}ntervallwahrscheinlichkeit},
  publisher = {Vandenhoeck and Ruprecht},
  year = {1998},
  address = {G{\"o}ttingen},
  note = {With a preface by Kurt Weichselberger, Pages: 290 + XIV}
}

@INCOLLECTION{WeichselbergerAugustin2:1998,
  author = {Weichselberger, Kurt and Augustin, Thomas},
  title = {Analysing {E}llsberg's paradox by means of interval-probability},
  booktitle = {{Econometrics in Theory and Practice}},
  publisher = {Physica},
  year = {1998},
  editor = {Galata, Robert and K{\"u}chenhoff, Helmut},
  pages = {291--304},
  address = {Heidelberg}
}

@ARTICLE{WeichselbergerAugustin1:1998,
  author = {Weichselberger, Kurt and Augustin, Thomas},
  title = {{Z}ur {K}onstruktion von {B}ereichssch{\"a}tzungen f{\"u}r nicht-monotone {F}unktionen von {P}arametern},
  journal = {Jahrb{\"u}cher f{\"u}r National{\"o}konomie und Statistik},
  year = {1998},
  volume = {217},
  pages = {123--137},
  number = {1}
}

@INCOLLECTION{Augustin15:1996,
  author = {Augustin, Thomas},
  title = {Modeling weak information with generalized probability assignments},
  booktitle = {{Data Analysis and Information Systems. Statistical and Conceptual Approaches}},
  publisher = {Springer},
  year = {1996},
  editor = {Bock, Hans-Hermann and Polasek, Wolfgang},
  pages = {101--113},
  address = {Heidelberg}
}

@INCOLLECTION{Augustin18:1996,
  author = {Augustin, Thomas},
  title = {{I}ntervallwahrscheinlichkeit als geschlossene {M}ethodologie zur {B}ehandlung unsicheren {W}issens},
  booktitle = {{Tag der Informatik '96}},
  publisher = {Institut f{\"u}r Informatik. Universit{\"a}t M{\"u}nchen},
  year = {1996},
  editor = {Bry, Fran\c{c}oise and Abdennadher, Slim},
  pages = {1--13},
  address = {M{\"u}nchen}
}

@MISC{Augustin19:1992,
  author = {Augustin, Thomas},
  title = {Zur {S}ch{\"a}tzung von {B}aselinefunktionen in semiparametrischen {L}ebensdauermodellen},
  year = {1992},
  note = {Diplomarbeit, Institut f{\"u}r Statistik. Universit{\"a}t M{\"u}nchen},
  address = {M{\"u}nchen},
  pages = {140--XVIII}
}

@MISC{AugustinLamnek:1991,
  author = {Augustin, Thomas and Lamnek, Siegfried},
  title = {{L}ebensbedingungen und {I}nfrastruktur der {G}emeinde {O}ttobrunn},
  year = {1991},
  note = {Institut f{\"u}r Soziologie. Universit{\"a}t M{\"u}nchen},
  address = {M{\"u}nchen},
  pages = {562}
}




@TECHREPORT{EndresFinkAugustin:2018tech,
 author={Endres, Eva and Fink, Paul and Augustin, Thomas},
title={Imprecise Imputation: A Nonparametric Micro Approach Reflecting the Natural Uncertainty of Statistical Matching with Categorical Data},
  institution = {Department of Statistics, LMU Munich},
  year = {2018},
  number = {214},
  url = {https://epub.ub.uni-muenchen.de/42423/}
}


@TECHREPORT{EndresAugustin:2019tech,
 author={Endres, Eva and  Augustin, Thomas},
title={ Utilizing log-linear {M}arkov networks to integrate categorical data files},
  institution = {Department of Statistics, LMU Munich},
  year = {2019},
  number = {222},
  url = {https://epub.ub.uni-muenchen.de/61678/}
}


@TECHREPORT{EndresNewgerAugustin:2019tech,
 author={Endres, Eva and Newger, Katrin and Augustin, Thomas},
title={Binary data fusion using undirected probabilistic graphical models: {C}ombining statistical matching and the {I}sing model},
  institution = {Department of Statistics, LMU Munich},
  year = {2019},
  number = {223},
  url = {https://epub.ub.uni-muenchen.de/61732/}
}

@ARTICLE{FuettererAugustinFuchs:2020,
  author = {Fuetterer, Cornelia and Augustin, Thomas and Fuchs, Christiane},
  title = {Adapted single-cell consensus clustering (adaSC3)},
  journal = {Advances in {D}ata {A}nalysis and {C}lassification},
  year = {2020},
  url = {https://doi.org/10.1007/s11634-020-00428-1}
}

@INCOLLECTION{Kreiss1:2020,
  author = {Kreiss, Dominik and Augustin, Thomas},
  title = {Undecided Voters as Set-Valued Information, Towards Forecasts under Epistemic Imprecision},
  booktitle = {Scalable Uncertainty Management 2020},
  publisher = {Springer},
  year  = {2020},
  editor = {Davis, Jesse and Tabia, Karim},
  pages = {242--250}
}

@INPROCEEDINGS{Schwaferts2:2021,
  author = {Schwaferts, Patrick and Augustin, Thomas},
  title= {Imprecise Hypothesis-Based Bayesian Decision Making with Composite Hypotheses},
  booktitle = {Proceedings of the Twelfth International Symposium on Imprecise Probabilities: Theories and Applications},
  year = {2021},
  series = {Proceedings of Machine Learning Research},
  address = {Granada, Spain},
  month = {06--09 Jul}
  publisher = {PMLR},
  editor = {De Bock, Jasper and Cano, Andrés and Mirande, Enrique and Moral, Serafín}
}

@INCOLLECTION{Kreiss1:2020,
  author = {Kreiss, Dominik and Augustin, Thomas},
   title = {Undecided Voters as Set-Valued Information, Towards Forecasts under Epistemic Imprecision},
   editor = {Davis, Jesse and Tabia, Karim},
   booktitle = {Scalable Uncertainty Management 2020},
   publisher = {Springer},
   pages = {242--250},
   year = {2020},
   url = {https://www.springerprofessional.de/undecided-voters-as-set-valued-information-towards-forecasts-und/18382456}
}

@INCOLLECTION{Kreiss2:2020,
   author = {Kreiss, Dominik and Nalenz, Malte and Augustin, Thomas},
   title = {Undecided Voters as Set-Valued Information, Machine Learning Approaches under Complex Uncertainty},
   editor = {Huellermeier, Eyke and Destercke, Sebastian},
   booktitle = {ECML/PKDD 2020 Tutorial and Workshop on Uncertainty in Machine Learning},
   url = {https://drive.google.com/file/d/1abrLGZ154htGuYz8HzyLQzJ8vyc3kr2K/view},
   year = {2020}
}

@INPROCEEDINGS{Kreiss3:2021,
  author = {Kreiss, Dominik and Schollmeyer, Georg and Augustin, Thomas},
  title= {Towards Improving Electoral Forecasting by Including Undecided Voters and Interval-Valued Prior Knowledge},
  booktitle = {Proceedings of the Twelfth International Symposium on Imprecise Probabilities: Theories and Applications},
  year = {2021},
  series = {Proceedings of Machine Learning Research},
  address = {Granada, Spain},
  month = {06--09 Jul}
  publisher = {PMLR},
  editor = {De Bock, Jasper and Cano, Andrés and Mirande, Enrique and Moral, Serafín}
}

@article{nalenz2018tree,
 author={Nalenz, Malte and Villani, Mattias},
 title={Tree ensembles with rule structured horseshoe regularization},
 journal={Annals of Applied Statistics},
 volume={12},
 number={4},
 pages={2379--2408},
 year={2018},
 publisher={Institute of Mathematical Statistics}
}

@inproceedings{ebnerexpert,
 author={Ebner,Luisa  and Nalenz, Malte and ten Teije, Annette and van Harmelen, Frank and Augustin, Thomas},
 title={Expert RuleFit: Complementing Rule Ensembles with Expert Knowledge},
 year={2021},
 booktitle={19th International Conference on Artificial Intelligence in Medicine, KR4HC Workshop},
 note = {Currently unavailable under the original address. Instead available under: {\url{https://github.com/maltenlz/Malte-Nalenz/blob/main/ERF.pdf}}}
}

@article{nalenz2021cultivated,
 author={Nalenz, Malte and Augustin, Thomas},
 title={Cultivated Random Forests: Robust Decision Tree Learning through Tree Structured Ensembles},
 year={2021},
 note = {Technical Report. Available under: {\url{https://epub.ub.uni-muenchen.de/77861}}}
}

@article{fuetterer2021,
 author={{F\"utterer}, Cornelia and Nalenz, Malte and Augustin, Thomas},
 title={Discriminative Power {Lasso} -- Incorporating Discriminative Power of Genes into Regularization-Based Variable Selection},
 year={2021},
 note = {Technical Report. Available under: {\url{https://epub.ub.uni-muenchen.de/77862}}}
}

@article{seibold2021computational,
 title={A computational reproducibility study of {PLOS ONE} articles featuring longitudinal data analyses},
 author={Seibold, Heidi and Czerny, Severin and Decke, Siona and Dieterle, Roman and Eder, Thomas and Fohr, Steffen and Hahn, Nico and Hartmann, Rabea and Heindl, Christoph and Kopper, Philipp and Lepke, Dario and Loidl, Verena and Mandl, Maximilian and Musiol, Sarah and Peter, Jessica and Piehler, Alexander and Rojas, Elio and Schmid, Stefanie and Schmidt, Hannah and Schmoll, Melissa and Schneider, Lennart and To, Xiao-Yin and Tran, Viet and Völker, Antje and Wagner, Moritz and Wagner, Joshua and Waize, Maria and Wecker, Hannah and Yang, Rui and Zellner, Simone and Nalenz, Malte},
 journal={{PLOS ONE}},
 volume={16},
 number={6},
 year={2021},
 publisher={Public Library of Science}
}

@inproceedings{fuetterer2022bibm,
  author={Fuetterer, Cornelia and Augustin, Thomas},
  booktitle={IEEE International Conference on Bioinformatics and Biomedicine (BIBM): Workshop on Machine Learning
and Artificial Intelligence in Bioinformatics and Medical Informatics (MABM 2021)}, 
  title={Internal Validation of Unsupervised Clustering following an Association Accuracy Heuristic}, 
  year={2021},
  volume={},
  number={},
  pages={2201-2210},
  doi={10.1109/BIBM52615.2021.9669782}}