Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add new measures #376

Open
bblodfon opened this issue Apr 19, 2024 · 0 comments
Open

Add new measures #376

bblodfon opened this issue Apr 19, 2024 · 0 comments
Labels
Type: Measures Issues/Discussions related to survival measures

Comments

@bblodfon
Copy link
Collaborator

bblodfon commented Apr 19, 2024

  • Calibration slope from distribution-matching with KM (idea from Avati 2020 to compare models with the slope as a score, in Chapfuwa 2023 there is a Distr-based KM that is used in one axis of the calibration plot instead of the predictions themselves I think, code)?
  • Adapting machine learning techniques to censored time-to-event health record data - section 4.1 has some calibration metric based on KM
  • Blanchet's time-dependent C-index from riskRegression (for single time point only, use distr prediction) - same as Uno's AUC(t) for right-censored data (see issue). This measure is Equation 3 from this paper. We force use of single time point here in mlr3proba so that people don't integrate across time points as this can break the 1-1 correspondence between linear predictors or markers used in the riskRegression::Score() function and the time-to-event distribution (nicely explained in Antolini's paper section 2.2.2).
@bblodfon bblodfon changed the title Add new measures Add new right-censored measures Apr 19, 2024
@bblodfon bblodfon changed the title Add new right-censored measures Add new measures Apr 29, 2024
@bblodfon bblodfon added the Type: Measures Issues/Discussions related to survival measures label Apr 29, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
Type: Measures Issues/Discussions related to survival measures
Projects
None yet
Development

No branches or pull requests

1 participant