To cite survHC in publications, please cite the method paper. If the software itself is relevant, cite the Application Note as well.

Kipnis, A., Galili, B. and Yakhini, Z. (2026). Higher criticism for rare and weak non-proportional hazard deviations in survival analysis. Biometrika 113(1), asaf075.<doi:10.1093/biomet/asaf075>

Kipnis, A., Galili, B. and Yakhini, Z. (2026). lifelines-hc: Higher Criticism testing for sparse non-proportional hazard departures in Python. arXiv:2610.07268 [stat.ME].<doi:10.48550/arXiv.2610.07268>

Corresponding BibTeX entries:

  @Article{,
    title = {Higher criticism for rare and weak non-proportional hazard
      deviations in survival analysis},
    author = {Alon Kipnis and Ben Galili and Zohar Yakhini},
    journal = {Biometrika},
    year = {2026},
    volume = {113},
    number = {1},
    pages = {asaf075},
    doi = {10.1093/biomet/asaf075},
  }

  @Misc{,
    title = {lifelines-hc: Higher Criticism testing for sparse
      non-proportional hazard departures in Python},
    author = {Alon Kipnis and Ben Galili and Zohar Yakhini},
    year = {2026},
    eprint = {2610.07268},
    archiveprefix = {arXiv},
    primaryclass = {stat.ME},
    doi = {10.48550/arXiv.2610.07268},
  }