publications

2025

1. JRSS A

   A General Framework for Regression with Mismatched Data Based on Mixture Modelling

   Martin Slawski, Brady T. West, Priyanjali Bukke, and 3 more authors

   Journal of the Royal Statistical Society Series A: Statistics in Society, 2025

   DOI arXiv Bib HTML

   @article{slawski2025general,
     title = {A General Framework for Regression with Mismatched Data Based on Mixture Modelling},
     author = {Slawski, Martin and West, Brady T. and Bukke, Priyanjali and Wang, Zhenbang and Diao, Guoqing and Ben-David, Emanuel},
     journal = {Journal of the Royal Statistical Society Series A: Statistics in Society},
     volume = {188},
     number = {3},
     pages = {896--919},
     year = {2025},
     doi = {10.1093/jrsssa/qnae083},
   }

2023

1. AISTATS

   Regularization for Shuffled Data Problems via Exponential Family Priors on the Permutation Group

   Zhenbang Wang, Emanuel Ben-David, and Martin Slawski

   In Proceedings of the 26th International Conference on Artificial Intelligence and Statistics, 2023

   Bib HTML PDF

   @inproceedings{wang2023regularization,
     title = {Regularization for Shuffled Data Problems via Exponential Family Priors on the Permutation Group},
     author = {Wang, Zhenbang and Ben-David, Emanuel and Slawski, Martin},
     booktitle = {Proceedings of the 26th International Conference on Artificial Intelligence and Statistics},
     series = {Proceedings of Machine Learning Research},
     volume = {206},
     pages = {2939--2959},
     year = {2023},
     publisher = {PMLR},
   }

2022

1. WIREs

   Regression with Linked Datasets Subject to Linkage Error

   Zhenbang Wang, Emanuel Ben-David, and Martin Slawski

   WIREs Computational Statistics, 2022

   DOI Bib HTML

   @article{wang2022regression,
     title = {Regression with Linked Datasets Subject to Linkage Error},
     author = {Wang, Zhenbang and Ben-David, Emanuel and Slawski, Martin},
     journal = {WIREs Computational Statistics},
     year = {2022},
     doi = {10.1002/wics.1570},
   }