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[ENH] adapter to scikit-survival
, all distributional survival regressors interfaced
#237
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fkiraly
added
enhancement
interfacing algorithms
Interfacing existing algorithms/estimators from third party packages
module:survival&time-to-event
module for time-to-event prediction aka survival prediction
labels
Apr 6, 2024
fkiraly
changed the title
[ENH] adapter to
[ENH] adapter to Apr 6, 2024
scikit-survival
scikit-survival
, all distributional survival regressors interfaced
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Labels
enhancement
interfacing algorithms
Interfacing existing algorithms/estimators from third party packages
module:survival&time-to-event
module for time-to-event prediction aka survival prediction
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Adds an adapter to
scikit-survival
, exposing array-like survival functions asEmpirical
distributions inpredict_proba
.Adds all models from
scikit-survival
which are capable of full distributional predictions:CoxPhSurvivalAnalysis
CoxNetSurvivalAnalysis
SurvivalTree
GradientBoostingSurvivalAnalysis
ComponentwiseGradientBoostingSurvivalAnalysis
RandomSurvivalForest
ExtraSurvivalTrees
The remaining models, e.g., SVM, are not capable of distributional predictions.