% Forschung in der PAR — Publikationen der Arbeitsgruppe, Stand 16.10.2026
% 17 Einträge


@article{kleinke2017multiple,
  author     = {Kleinke, K.},
  title      = {Multiple imputation under violated distributional assumptions – a systematic evaluation of the assumed robustness of predictive mean matching},
  year       = {2017},
  journal    = {Journal of Educational and Behavioral Statistics},
  volume     = {42},
  number     = {4},
  pages      = {371--404},
  doi        = {10.3102/1076998616687084},
  url        = {https://doi.org/10.3102/1076998616687084}
}

@article{kleinke2018multiple,
  author     = {Kleinke, K.},
  title      = {Multiple imputation by predictive mean matching when sample size is small},
  year       = {2018},
  journal    = {Methodology},
  volume     = {14},
  number     = {1},
  pages      = {3--15},
  doi        = {10.1027/1614-2241/a000141},
  url        = {https://doi.org/10.1027/1614-2241/a000141}
}

@article{kleinke2021estimati,
  author     = {Kleinke, K.},
  title      = {Estimation of partially observed non-linear terms in a multilevel model: An evaluation of the robustness of ad hoc and state-of-the-art missing data methods},
  year       = {2021},
  journal    = {Psychological Test and Assessment Modeling},
  volume     = {63},
  number     = {3},
  pages      = {432--455}
}

@misc{kleinke2026from,
  author     = {Kleinke, K. and Gaisbauer, H.},
  title      = {From Probabilistic to Deterministic Missingness: When Predictive Mean Matching Breaks Down Under {MAR}},
  year       = {2026},
  howpublished = {PsyArXiv},
  doi        = {10.31234/osf.io/db7tz_v1},
  url        = {https://doi.org/10.31234/osf.io/db7tz_v1}
}

@article{kleinke2013multiple,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {Multiple imputation of incomplete zero-inflated count data},
  year       = {2013},
  journal    = {Statistica Neerlandica},
  volume     = {67},
  number     = {3},
  pages      = {311--336},
  doi        = {10.1111/stan.12009},
  url        = {https://doi.org/10.1111/stan.12009}
}

@techreport{kleinke2013countimp,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {countimp 1.0 – A multiple imputation package for incomplete count data},
  year       = {2013},
  publisher  = {University of Bielefeld, Faculty of Sociology},
  doi        = {10.13140/RG.2.1.3889.3286},
  url        = {https://doi.org/10.13140/RG.2.1.3889.3286}
}

@incollection{kleinke2015multiple,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {Multiple imputation of multilevel count data},
  year       = {2015},
  booktitle  = {Improving survey methods: Lessons from recent research},
  editor     = {Engel, U. and Jann, B. and Lynn, P. and Scherpenzeel, A. and Sturgis, P.},
  publisher  = {Routledge},
  pages      = {381--396}
}

@incollection{kleinke2015multipleb,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {Multiple imputation of overdispersed multilevel count data},
  year       = {2015},
  booktitle  = {Survey measurements: Techniques, data quality and sources of error},
  editor     = {Engel, U.},
  publisher  = {Campus},
  pages      = {209--226}
}

@techreport{kleinke2019countimp,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {Countimp version 2 – A multiple imputation package for incomplete count data},
  year       = {2019},
  publisher  = {University of Siegen, Department of Education Studies; Psychology}
}

@inproceedings{kleinke2022impute,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {How to and how not to impute incomplete count data},
  year       = {2022},
  booktitle  = {Proceedings from the 9th European Congress of Methodology},
  editor     = {Hernández, A. and Tomás, I.},
  publisher  = {Universitat de València},
  pages      = {86--92},
  doi        = {10.7203/PUV-OA-438-5},
  url        = {https://doi.org/10.7203/PUV-OA-438-5}
}

@incollection{kleinke2024multiple,
  author     = {Kleinke, K. and Reinecke, J.},
  title      = {Multiple imputation of incomplete panel data based on a piecewise growth curve model – an evaluation and application to juvenile delinquency data},
  year       = {2024},
  booktitle  = {Dependent data in social sciences research: Forms, issues and methods of analysis},
  editor     = {Stemmler, M. and Wiedermann, W. and Huang, F.},
  publisher  = {Springer Nature},
  edition    = {2nd ed.},
  pages      = {589--615},
  doi        = {10.1007/978-3-031-56318-8_24},
  url        = {https://doi.org/10.1007/978-3-031-56318-8_24}
}

@incollection{kleinke2024multipleb,
  author     = {Kleinke, K. and Fritsch, M. and Stemmler, M. and Lösel, F.},
  title      = {Multiple imputation of longitudinal data – a comparison of robust imputation methods regarding sample size requirements, with an application to corporal punishment data},
  year       = {2024},
  booktitle  = {Dependent data in social sciences research: Forms, issues and methods of analysis},
  editor     = {Stemmler, M. and Wiedermann, W. and Huang, F.},
  publisher  = {Springer Nature},
  edition    = {2nd ed.},
  pages      = {565--588},
  doi        = {10.1007/978-3-031-56318-8_23},
  url        = {https://doi.org/10.1007/978-3-031-56318-8_23}
}

@article{kleinke2021quantile,
  author     = {Kleinke, K. and Fritsch, M. and Stemmler, M. and Reinecke, J. and Lösel, F.},
  title      = {Quantile regression-based multiple imputation of missing values – an evaluation and application to corporal punishment data},
  year       = {2021},
  journal    = {Methodology},
  volume     = {17},
  number     = {3},
  pages      = {205--230},
  doi        = {10.5964/meth.2317},
  url        = {https://doi.org/10.5964/meth.2317}
}

@article{kleinke2021developm,
  author     = {Kleinke, K. and Reinecke, J. and Weins, C.},
  title      = {The development of delinquency during adolescence: A comparison of missing data techniques revisited},
  year       = {2021},
  journal    = {Quality & Quantity},
  volume     = {55},
  number     = {3},
  pages      = {877--895},
  doi        = {10.1007/s11135-020-01030-5},
  url        = {https://doi.org/10.1007/s11135-020-01030-5}
}

@book{kleinke2020applied,
  author     = {Kleinke, K. and Reinecke, J. and Salfrán, D. and Spiess, M.},
  title      = {Applied multiple imputation. Advantages, pitfalls, new developments and applications in R},
  year       = {2020},
  publisher  = {Springer Nature}
}

@article{kleinke2011efficien,
  author     = {Kleinke, K. and Stemmler, M. and Reinecke, J. and Lösel, F.},
  title      = {Efficient ways to impute incomplete panel data},
  year       = {2011},
  journal    = {Advances in Statistical Analysis},
  volume     = {95},
  pages      = {351--373},
  doi        = {10.1007/s10182-011-0179-9},
  url        = {https://doi.org/10.1007/s10182-011-0179-9}
}

@incollection{spiess2021proper,
  author     = {Spiess, M. and Kleinke, K. and Reinecke, J.},
  title      = {Proper multiple imputation of clustered or panel data},
  year       = {2021},
  booktitle  = {Advances in longitudinal survey methodology},
  editor     = {Lynn, P.},
  publisher  = {John Wiley & Sons},
  pages      = {424--446}
}
