
@misc{catalina_latent_2021,
  title = {Latent Space Projection Predictive Inference},
  author = {Catalina, Alejandro and B{\"u}rkner, Paul and Vehtari, Aki},
  year = {2021},
  publisher = {{arXiv}},
  doi = {10.48550/arXiv.2109.04702}
}

@inproceedings{catalina_projection_2022,
  title = {Projection Predictive Inference for Generalized Linear and Additive Multilevel Models},
  booktitle = {Proceedings of {{The}} 25th {{International Conference}} on {{Artificial Intelligence}} and {{Statistics}}},
  author = {Catalina, Alejandro and B{\"u}rkner, Paul-Christian and Vehtari, Aki},
  editor = {{Camps-Valls}, Gustau and Ruiz, Francisco J. R. and Valera, Isabel},
  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}
}

@book{cover_elements_1991,
  title = {Elements of Information Theory},
  author = {Cover, Thomas M. and Thomas, Joy A.},
  year = {1991},
  publisher = {{John Wiley \& Sons, Ltd}},
  address = {{New York, NY, USA}},
  doi = {10.1002/0471200611}
}

@article{dupuis_variable_2003,
  title = {Variable Selection in Qualitative Models via an Entropic Explanatory Power},
  author = {Dupuis, J{\'e}rome A. and Robert, Christian P.},
  year = {2003},
  journal = {Journal of Statistical Planning and Inference},
  volume = {111},
  number = {1--2},
  pages = {77--94},
  doi = {10.1016/S0378-3758(02)00286-0}
}

@article{goutis_model_1998,
  title = {Model Choice in Generalised Linear Models: {{A Bayesian}} Approach via {{Kullback-Leibler}} Projections},
  author = {Goutis, Constantinos and Robert, Christian P.},
  year = {1998},
  journal = {Biometrika},
  volume = {85},
  number = {1},
  pages = {29--37}
}

@article{jorgensen_exponential_1987,
  title = {Exponential Dispersion Models},
  author = {J{\o}rgensen, Bent},
  year = {1987},
  journal = {Journal of the Royal Statistical Society. Series B (Methodological)},
  volume = {49},
  number = {2},
  pages = {127--162}
}

@book{mccullagh_generalized_1989,
  title = {Generalized Linear Models},
  author = {McCullagh, P. and Nelder, J. A.},
  year = {1989},
  edition = {2},
  publisher = {{Chapman \& Hall}},
  address = {{London}}
}

@article{pavone_using_2022,
  title = {Using Reference Models in Variable Selection},
  author = {Pavone, Federico and Piironen, Juho and B{\"u}rkner, Paul-Christian and Vehtari, Aki},
  year = {2022},
  journal = {Computational Statistics},
  doi = {10.1007/s00180-022-01231-6}
}

@article{piironen_comparison_2017,
  title = {Comparison of {{Bayesian}} Predictive Methods for Model Selection},
  author = {Piironen, Juho and Vehtari, Aki},
  year = {2017},
  journal = {Statistics and Computing},
  volume = {27},
  number = {3},
  pages = {711--735},
  doi = {10.1007/s11222-016-9649-y}
}

@inproceedings{piironen_hyperprior_2017,
  title = {On the Hyperprior Choice for the Global Shrinkage Parameter in the Horseshoe Prior},
  booktitle = {Proceedings of the 20th {{International Conference}} on {{Artificial Intelligence}} and {{Statistics}}},
  author = {Piironen, Juho and Vehtari, Aki},
  editor = {Singh, Aarti and Zhu, Jerry},
  year = {2017},
  month = {20--22 Apr},
  series = {Proceedings of {{Machine Learning Research}}},
  volume = {54},
  pages = {905--913},
  publisher = {{PMLR}},
  url = {https://proceedings.mlr.press/v54/piironen17a.html}
}

@article{piironen_projective_2020,
  title = {Projective Inference in High-Dimensional Problems: {{Prediction}} and Feature Selection},
  author = {Piironen, Juho and Paasiniemi, Markus and Vehtari, Aki},
  year = {2020},
  journal = {Electronic Journal of Statistics},
  volume = {14},
  number = {1},
  pages = {2155--2197},
  doi = {10.1214/20-EJS1711}
}

@article{piironen_sparsity_2017,
  title = {Sparsity Information and Regularization in the Horseshoe and Other Shrinkage Priors},
  author = {Piironen, Juho and Vehtari, Aki},
  year = {2017},
  journal = {Electronic Journal of Statistics},
  volume = {11},
  number = {2},
  pages = {5018--5051},
  doi = {10.1214/17-EJS1337SI}
}

@misc{vehtari_pareto_2022,
  title = {Pareto Smoothed Importance Sampling},
  author = {Vehtari, Aki and Simpson, Daniel and Gelman, Andrew and Yao, Yuling and Gabry, Jonah},
  year = {2022},
  publisher = {{arXiv}},
  doi = {10.48550/arXiv.1507.02646}
}

@article{vehtari_practical_2017,
  title = {Practical {{Bayesian}} Model Evaluation Using Leave-One-out Cross-Validation and {{WAIC}}},
  author = {Vehtari, Aki and Gelman, Andrew and Gabry, Jonah},
  year = {2017},
  journal = {Statistics and Computing},
  volume = {27},
  number = {5},
  pages = {1413--1432},
  doi = {10.1007/s11222-016-9696-4}
}

@misc{weber_projection_2023,
  title = {Projection Predictive Variable Selection for Discrete Response Families with Finite Support},
  author = {Weber, Frank and Glass, {\"A}nne and Vehtari, Aki},
  year = {2023},
  publisher = {{arXiv}},
  doi = {10.48550/arXiv.2301.01660}
}

