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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)?
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).
The text was updated successfully, but these errors were encountered:
bblodfon
changed the title
Add new measures
Add new right-censored measures
Apr 19, 2024
bblodfon
changed the title
Add new right-censored measures
Add new measures
Apr 29, 2024
riskRegression
(for single time point only, usedistr
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 inmlr3proba
so that people don't integrate across time points as this can break the 1-1 correspondence between linear predictors or markers used in theriskRegression::Score()
function and the time-to-event distribution (nicely explained in Antolini's paper section 2.2.2).The text was updated successfully, but these errors were encountered: