To cite isodistrreg in publications use:

Henzi A, Ziegel J, Gneiting T (2021). “Isotonic distributional regression.” Journal of the Royal Statistical Society: Series B (Statistical Methodology), 83(5), 963-993. doi:10.1111/rssb.12450.

To refer to the algorithm for the efficient computation of isotonic distributional regression, please cite:

Henzi A, Moesching A, Duembgen L (2022). “Accelerating the pool-adjacent-violators algorithm for isotonic distributional regression.” Methodology and computing in applied probability.

To refer to the estimator for right-censored responses (S-IDR), please cite:

Bladt M, Henzi A, van den Heuvel B, Ziegel J (2026). “Survival Isotonic Distributional Regression.” doi:10.48550/arXiv.2608.02914. arXiv:2608.02914.

Corresponding BibTeX entries:

  @Article{,
    title = {Isotonic distributional regression},
    author = {Alexander Henzi and Johanna Ziegel and Tilmann Gneiting},
    journal = {Journal of the Royal Statistical Society: Series B
      (Statistical Methodology)},
    year = {2021},
    volume = {83},
    number = {5},
    pages = {963-993},
    doi = {10.1111/rssb.12450},
  }

  @Article{,
    title = {Accelerating the pool-adjacent-violators algorithm for
      isotonic distributional regression},
    author = {Alexander Henzi and Alexandre Moesching and Lutz
      Duembgen},
    year = {2022},
    journal = {Methodology and computing in applied probability},
  }

  @Misc{,
    title = {Survival Isotonic Distributional Regression},
    author = {Martin Bladt and Alexander Henzi and Bram {van den
      Heuvel} and Johanna Ziegel},
    year = {2026},
    note = {arXiv:2608.02914},
    doi = {10.48550/arXiv.2608.02914},
  }