To cite isodistrreg in publications use:

Henzi, A., Ziegel, J. and Gneiting, T. (2021), Isotonic distributional regression. J R Stat Soc Series B, 83: 963-993. https://doi.org/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. Accelerating the Pool-Adjacent-Violators Algorithm for Isotonic Distributional Regression. Methodol Comput Appl Probab (2022). https://doi.org/10.1007/s11009-022-09937-2

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

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