The paper proposes an approximate-likelihood estimator for parametric survival models in a target population under label shift, using nonparametric estimates of the source survival and target covariate distributions, and proves consistency and asymptotic normality.
Then, class F1 is Glivenko-Cantelli (Van der Vaart and Wellner, 1996, Theorem 2.4.1)
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Survival analysis under label shift
The paper proposes an approximate-likelihood estimator for parametric survival models in a target population under label shift, using nonparametric estimates of the source survival and target covariate distributions, and proves consistency and asymptotic normality.