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survivalpredict documentation
survivalpredict documentation

Walkthroughs:

  • General Walkthrough
  • Interfacing With Scikit-learn

API:

  • datasets
    • survivalpredict.datasets.load_iranian_telecom_churn
    • survivalpredict.datasets.load_kickstarter
  • estimators
    • survivalpredict.estimators.CoxProportionalHazard
    • survivalpredict.estimators.ParametricDiscreteTimePH
    • survivalpredict.estimators.KaplanMeierSurvivalEstimator
    • survivalpredict.estimators.KNeighborsSurvival
    • survivalpredict.estimators.CoxNeuralNetPH
    • survivalpredict.estimators.AalenAdditiveHazard
    • survivalpredict.estimators.CoxPHElasticNet
  • metrics
    • survivalpredict.metrics.brier_scores_administrative
    • survivalpredict.metrics.integrated_brier_score_administrative
    • survivalpredict.metrics.integrated_brier_score_administrative_sklearn_metric
    • survivalpredict.metrics.integrated_brier_score_administrative_sklearn_scorer
    • survivalpredict.metrics.brier_scores_ipcw
    • survivalpredict.metrics.integrated_brier_score_ipcw
    • survivalpredict.metrics.integrated_brier_score_ipcw_sklearn_metric
    • survivalpredict.metrics.integrated_brier_score_ipcw_sklearn_scorer
  • model selection
    • survivalpredict.model_selection.Sur_GridSearchCV
    • survivalpredict.model_selection.Sur_RandomizedSearchCV
  • pipeline
    • survivalpredict.pipeline.build_sklearn_pipeline_target
    • survivalpredict.pipeline.SklearnSurvivalPipeline
    • survivalpredict.pipeline.make_sklearn_survival_pipeline
  • strata preprocessing
    • survivalpredict.strata_preprocessing.StrataBuilderDiscretizer
    • survivalpredict.strata_preprocessing.StrataBuilderEncoder
    • survivalpredict.strata_preprocessing.StrataColumnTransformer
    • survivalpredict.strata_preprocessing.make_strata_column_transformer
  • validation
    • survivalpredict.validation.sur_cross_val_score
    • survivalpredict.validation.sur_cross_validate
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estimatorsΒΆ

CoxProportionalHazard

Cox Proportional Hazards.

ParametricDiscreteTimePH

Parametric Discrete Time Proportional Hazards.

KaplanMeierSurvivalEstimator

The Kaplan-Meier estimate of the survival estimation.

KNeighborsSurvival

Survival curves implementing the k-nearest neighbors vote.

CoxNeuralNetPH

Artificial neural network proportional hazards Model.

AalenAdditiveHazard

Aalen Additive Hazards.

CoxPHElasticNet

Cox Proportional Hazards with Elastic Net penalty and feature shrinkage.

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survivalpredict.estimators.CoxProportionalHazard
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