Survival regression with proper scoring rules and monotonic neural networks
We consider frequently used scoring rules for right-censored survival regression models such as time-dependent concordance, survival-CRPS, integrated Brier score and integrated binomial log-likelihood, and prove that neither of them is a proper scoring rule. This means that the true survival distrib...
Huvudupphovsmän: | Rindt, D, Hu, R, Steinsaltz, D, Sejdinovic, D |
---|---|
Materialtyp: | Conference item |
Språk: | English |
Publicerad: |
Journal of Machine Learning Research
2022
|
Liknande verk
Liknande verk
-
A kernel- and optimal transport- based test of independence between covariates and right-censored lifetimes
av: Rindt, D, et al.
Publicerad: (2020) -
Consistency of permutation test s of independence usingdistance covariance, HSIC and dHSIC
av: Rindt, D, et al.
Publicerad: (2021) -
Proper local scoring rules
av: Parry, M, et al.
Publicerad: (2011) -
Proper local scoring rules on discrete sample spaces
av: Dawid, A, et al.
Publicerad: (2011) -
Tailored proper
scoring rules elicit decision weights
av: Arthur Carvalho
Publicerad: (2015-01-01)