scikit-survival 0.16.1
Install
User Guide
API reference
Contribute
Release Notes
Cite
Datasets
sksurv.datasets.get_x_y
sksurv.datasets.load_aids
sksurv.datasets.load_arff_files_standardized
sksurv.datasets.load_breast_cancer
sksurv.datasets.load_flchain
sksurv.datasets.load_gbsg2
sksurv.datasets.load_whas500
sksurv.datasets.load_veterans_lung_cancer
Ensemble Models
sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis
sksurv.ensemble.GradientBoostingSurvivalAnalysis
sksurv.ensemble.RandomSurvivalForest
sksurv.ensemble.ExtraSurvivalTrees
Functions
sksurv.functions.StepFunction
Hypothesis testing
sksurv.compare.compare_survival
I/O Utilities
sksurv.io.loadarff
sksurv.io.writearff
Kernels
sksurv.kernels.ClinicalKernelTransform
sksurv.kernels.clinical_kernel
Linear Models
sksurv.linear_model.CoxnetSurvivalAnalysis
sksurv.linear_model.CoxPHSurvivalAnalysis
sksurv.linear_model.IPCRidge
Meta Models
sksurv.meta.EnsembleSelection
sksurv.meta.EnsembleSelectionRegressor
sksurv.meta.Stacking
Metrics
sksurv.metrics.brier_score
sksurv.metrics.concordance_index_censored
sksurv.metrics.concordance_index_ipcw
sksurv.metrics.cumulative_dynamic_auc
sksurv.metrics.integrated_brier_score
sksurv.metrics.as_concordance_index_ipcw_scorer
sksurv.metrics.as_cumulative_dynamic_auc_scorer
sksurv.metrics.as_integrated_brier_score_scorer
Non-parametric Estimators
sksurv.nonparametric.CensoringDistributionEstimator
sksurv.nonparametric.SurvivalFunctionEstimator
sksurv.nonparametric.ipc_weights
sksurv.nonparametric.kaplan_meier_estimator
sksurv.nonparametric.nelson_aalen_estimator
Pre-Processing
sksurv.preprocessing.OneHotEncoder
sksurv.column.categorical_to_numeric
sksurv.column.encode_categorical
sksurv.column.standardize
Survival Support Vector Machine
sksurv.svm.HingeLossSurvivalSVM
sksurv.svm.FastKernelSurvivalSVM
sksurv.svm.FastSurvivalSVM
sksurv.svm.MinlipSurvivalAnalysis
sksurv.svm.NaiveSurvivalSVM
Survival Trees
sksurv.tree.SurvivalTree
Utilities
sksurv.util.Surv
Utilities
¶
Surv
()
Helper class to construct structured array of event indicator and observed time.
sksurv.tree.SurvivalTree
sksurv.util.Surv