To cite package 'brglm2' in publications use at least one of the following, as appropriate. The finiteness and shrinkage properties of the reduced-bias estimator that 'brglm2' computes by default for logistic regression is in Kosmidis & Firth (2021).
Kosmidis I (2025). brglm2: Bias Reduction in Generalized Linear Models. R package version 1.0.0, https://CRAN.R-project.org/package=brglm2.
Kosmidis I, Firth D (2021). “Jeffreys-prior penalty, finiteness and shrinkage in binomial-response generalized linear models.” Biometirka, 108, 71-82. https://doi.org/10.1093/biomet/asaa052.
Kosmidis I, Kenne Pagui EC, Sartori N (2020). “Mean and median bias reduction in generalized linear models.” Statistics and Computing, 30, 43-59. https://doi.org/10.1007/s11222-019-09860-6.
Sterzinger P, Kosmidis I (2024). “Diaconis-Ylvisaker prior penalized likelihood for $p/n \to\kappa\in(0,1)$ logistic regression.” arXiv. 2311.07419v2.
Corresponding BibTeX entries:
@Manual{,
title = {{brglm2}: Bias Reduction in Generalized Linear Models},
author = {Ioannis Kosmidis},
year = {2025},
note = {R package version 1.0.0},
url = {https://CRAN.R-project.org/package=brglm2},
}
@Article{,
title = {Jeffreys-prior penalty, finiteness and shrinkage in
binomial-response generalized linear models},
author = {Ioannis Kosmidis and David Firth},
year = {2021},
journal = {Biometirka},
volume = {108},
pages = {71-82},
url = {https://doi.org/10.1093/biomet/asaa052},
}
@Article{,
title = {Mean and median bias reduction in generalized linear
models},
author = {Ioannis Kosmidis and Euloge Clovis {Kenne Pagui} and
Nicola Sartori},
year = {2020},
journal = {Statistics and Computing},
volume = {30},
pages = {43-59},
url = {https://doi.org/10.1007/s11222-019-09860-6},
}
@Article{,
title = {Diaconis-Ylvisaker prior penalized likelihood for $p/n \to
\kappa \in (0,1)$ logistic regression},
author = {Philipp Sterzinger and Ioannis Kosmidis},
year = {2024},
journal = {arXiv},
eprint = {2311.07419v2},
archiveprefix = {arXiv},
}