• Juho Piironen. Author.

  • Markus Paasiniemi. Author.

  • Alejandro Catalina. Author.

  • Frank Weber. Author.

  • Osvaldo Martin. Maintainer, author.

  • Aki Vehtari. Author.

  • Jonah Gabry. Contributor.

  • Marco Colombo. Contributor.

  • Paul-Christian Bürkner. Contributor.

  • Hamada S. Badr. Contributor.

  • Brian Sullivan. Contributor.

  • Sölvi Rögnvaldsson. Contributor.

  • The LME4 Authors. Copyright holder.
    see file 'LICENSE' for details

  • Yann McLatchie. Contributor.

  • Juho Timonen. Contributor.

Citation

Source: inst/CITATION

Piironen J, Paasiniemi M, Catalina A, Weber F, Martin O, Vehtari A (2025). “projpred: Projection Predictive Feature Selection.” R package version 2.9.0, https://mc-stan.org/projpred/.

@Misc{,
  title = {{{projpred}}: {{Projection}} Predictive Feature Selection},
  author = {Juho Piironen and Markus Paasiniemi and Alejandro Catalina and Frank Weber and Osvaldo Martin and Aki Vehtari},
  year = {2025},
  note = {R package version 2.9.0},
  url = {https://mc-stan.org/projpred/},
  encoding = {UTF-8},
}

Piironen J, Vehtari A (2017). “Comparison of Bayesian Predictive Methods for Model Selection.” Statistics and Computing, 27(3), 711–735. doi:10.1007/s11222-016-9649-y.

@Article{,
  title = {Comparison of {{Bayesian}} Predictive Methods for Model Selection},
  author = {Juho Piironen and Aki Vehtari},
  year = {2017},
  journal = {Statistics and Computing},
  volume = {27},
  number = {3},
  pages = {711--735},
  doi = {10.1007/s11222-016-9649-y},
}

Piironen J, Paasiniemi M, Vehtari A (2020). “Projective Inference in High-Dimensional Problems: Prediction and Feature Selection.” Electronic Journal of Statistics, 14(1), 2155–2197. doi:10.1214/20-EJS1711.

@Article{,
  title = {Projective Inference in High-Dimensional Problems: {{Prediction}} and Feature Selection},
  author = {Juho Piironen and Markus Paasiniemi and Aki Vehtari},
  year = {2020},
  journal = {Electronic Journal of Statistics},
  volume = {14},
  number = {1},
  pages = {2155--2197},
  doi = {10.1214/20-EJS1711},
}

Catalina A, Bürkner P, Vehtari A (2022). “Projection Predictive Inference for Generalized Linear and Additive Multilevel Models.” In Camps-Valls G, Ruiz F, Valera I (eds.), Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, volume 151 series Proceedings of Machine Learning Research, 4446–4461. https://proceedings.mlr.press/v151/catalina22a.html.

@InProceedings{,
  title = {Projection Predictive Inference for Generalized Linear and Additive Multilevel Models},
  booktitle = {Proceedings of {{The}} 25th {{International Conference}} on {{Artificial Intelligence}} and {{Statistics}}},
  author = {Alejandro Catalina and Paul-Christian Bürkner and Aki Vehtari},
  editor = {Gustau Camps-Valls and Francisco J. R. Ruiz and Isabel Valera},
  year = {2022},
  month = {28--30 Mar},
  series = {Proceedings of {{Machine Learning Research}}},
  volume = {151},
  pages = {4446--4461},
  publisher = {{PMLR}},
  url = {https://proceedings.mlr.press/v151/catalina22a.html},
  encoding = {UTF-8},
}

Weber F, Glass Ä, Vehtari A (2025). “Projection Predictive Variable Selection for Discrete Response Families with Finite Support.” Computational Statistics, 40(2), 701–721. doi:10.1007/s00180-024-01506-0.

@Article{,
  title = {Projection Predictive Variable Selection for Discrete Response Families with Finite Support},
  author = {Frank Weber and Änne Glass and Aki Vehtari},
  year = {2025},
  volume = {40},
  number = {2},
  pages = {701--721},
  journal = {Computational Statistics},
  doi = {10.1007/s00180-024-01506-0},
  encoding = {UTF-8},
}

Catalina A, Bürkner P, Vehtari A (2021). “Latent Space Projection Predictive Inference.” doi:10.48550/arXiv.2109.04702.

@Misc{,
  title = {Latent Space Projection Predictive Inference},
  author = {Alejandro Catalina and Paul Bürkner and Aki Vehtari},
  year = {2021},
  publisher = {{arXiv}},
  doi = {10.48550/arXiv.2109.04702},
  encoding = {UTF-8},
}

McLatchie Y, Rögnvaldsson S, Weber F, Vehtari A (2025). “Advances in Projection Predictive Inference.” Statistical Science, 40(1), 128–147. doi:10.1214/24-STS949.

@Article{,
  title = {Advances in Projection Predictive Inference},
  author = {Yann McLatchie and Sölvi Rögnvaldsson and Frank Weber and Aki Vehtari},
  year = {2025},
  journal = {Statistical Science},
  volume = {40},
  number = {1},
  pages = {128--147},
  doi = {10.1214/24-STS949},
  encoding = {UTF-8},
}

Magnusson M, Andersen M, Jonasson J, Vehtari A (2020). “Leave-One-Out Cross-Validation for Bayesian Model Comparison in Large Data.” In Chiappa S, Calandra R (eds.), Proceedings of The 23rd International Conference on Artificial Intelligence and Statistics, volume 108 series Proceedings of Machine Learning Research, 341–351. https://proceedings.mlr.press/v108/magnusson20a.html.

@InProceedings{,
  title = {Leave-One-Out Cross-Validation for {{Bayesian}} Model Comparison in Large Data},
  booktitle = {Proceedings of {{The}} 23rd {{International Conference}} on {{Artificial Intelligence}} and {{Statistics}}},
  author = {Måns Magnusson and Michael Riis Andersen and Johan Jonasson and Aki Vehtari},
  editor = {Silvia Chiappa and Roberto Calandra},
  year = {2020},
  month = {26--28 Aug},
  series = {Proceedings of {{Machine Learning Research}}},
  volume = {108},
  pages = {341--351},
  publisher = {{PMLR}},
  url = {https://proceedings.mlr.press/v108/magnusson20a.html},
  encoding = {UTF-8},
}