scikit-survival 0.17.1
Install
User Guide
API reference
Contribute
Release Notes
Cite
Index
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A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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W
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X
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__init__() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.functions.StepFunction method)
(sksurv.kernels.ClinicalKernelTransform method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.linear_model.IPCRidge method)
(sksurv.metrics.as_concordance_index_ipcw_scorer method)
(sksurv.metrics.as_cumulative_dynamic_auc_scorer method)
(sksurv.metrics.as_integrated_brier_score_scorer method)
(sksurv.nonparametric.CensoringDistributionEstimator method)
(sksurv.nonparametric.SurvivalFunctionEstimator method)
(sksurv.preprocessing.OneHotEncoder method)
(sksurv.svm.FastKernelSurvivalSVM method)
(sksurv.svm.FastSurvivalSVM method)
(sksurv.svm.HingeLossSurvivalSVM method)
(sksurv.svm.MinlipSurvivalAnalysis method)
(sksurv.svm.NaiveSurvivalSVM method)
(sksurv.tree.SurvivalTree method)
(sksurv.util.Surv method)
A
alpha_min_ratio_ (sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
alphas_ (sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
as_concordance_index_ipcw_scorer (class in sksurv.metrics)
as_cumulative_dynamic_auc_scorer (class in sksurv.metrics)
as_integrated_brier_score_scorer (class in sksurv.metrics)
B
baseline_survival_ (sksurv.linear_model.CoxPHSurvivalAnalysis attribute)
brier_score() (in module sksurv.metrics)
C
categorical_to_numeric() (in module sksurv.column)
categories_ (sksurv.preprocessing.OneHotEncoder attribute)
CensoringDistributionEstimator (class in sksurv.nonparametric)
clinical_kernel() (in module sksurv.kernels)
ClinicalKernelTransform (class in sksurv.kernels)
coef_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
(sksurv.linear_model.CoxPHSurvivalAnalysis attribute)
(sksurv.linear_model.IPCRidge attribute)
(sksurv.svm.FastKernelSurvivalSVM attribute)
(sksurv.svm.FastSurvivalSVM attribute)
(sksurv.svm.HingeLossSurvivalSVM attribute)
(sksurv.svm.MinlipSurvivalAnalysis attribute)
compare_survival() (in module sksurv.compare)
ComponentwiseGradientBoostingSurvivalAnalysis (class in sksurv.ensemble)
concordance_index_censored() (in module sksurv.metrics)
concordance_index_ipcw() (in module sksurv.metrics)
CoxnetSurvivalAnalysis (class in sksurv.linear_model)
CoxPHSurvivalAnalysis (class in sksurv.linear_model)
cum_baseline_hazard_ (sksurv.linear_model.CoxPHSurvivalAnalysis attribute)
cumulative_dynamic_auc() (in module sksurv.metrics)
D
deviance_ratio_ (sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
E
encode_categorical() (in module sksurv.column)
encoded_columns_ (sksurv.preprocessing.OneHotEncoder attribute)
estimator_ (sksurv.metrics.as_concordance_index_ipcw_scorer attribute)
(sksurv.metrics.as_cumulative_dynamic_auc_scorer attribute)
(sksurv.metrics.as_integrated_brier_score_scorer attribute)
estimators_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.ExtraSurvivalTrees attribute)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.RandomSurvivalForest attribute)
event_times_ (sksurv.ensemble.ExtraSurvivalTrees attribute)
(sksurv.ensemble.RandomSurvivalForest attribute)
(sksurv.tree.SurvivalTree attribute)
ExtraSurvivalTrees (class in sksurv.ensemble)
F
FastKernelSurvivalSVM (class in sksurv.svm)
FastSurvivalSVM (class in sksurv.svm)
feature_importances_ (sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
feature_importances_() (sksurv.ensemble.ExtraSurvivalTrees property)
(sksurv.ensemble.RandomSurvivalForest property)
feature_names_ (sksurv.preprocessing.OneHotEncoder attribute)
feature_names_in_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.ExtraSurvivalTrees attribute)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.RandomSurvivalForest attribute)
(sksurv.kernels.ClinicalKernelTransform attribute)
(sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
(sksurv.linear_model.CoxPHSurvivalAnalysis attribute)
(sksurv.linear_model.IPCRidge attribute)
(sksurv.preprocessing.OneHotEncoder attribute)
(sksurv.svm.FastKernelSurvivalSVM attribute)
(sksurv.svm.FastSurvivalSVM attribute)
(sksurv.svm.HingeLossSurvivalSVM attribute)
(sksurv.svm.MinlipSurvivalAnalysis attribute)
(sksurv.tree.SurvivalTree attribute)
fit() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.kernels.ClinicalKernelTransform method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.linear_model.IPCRidge method)
(sksurv.nonparametric.CensoringDistributionEstimator method)
(sksurv.nonparametric.SurvivalFunctionEstimator method)
(sksurv.preprocessing.OneHotEncoder method)
(sksurv.svm.FastKernelSurvivalSVM method)
(sksurv.svm.FastSurvivalSVM method)
(sksurv.svm.HingeLossSurvivalSVM method)
(sksurv.svm.MinlipSurvivalAnalysis method)
(sksurv.svm.NaiveSurvivalSVM method)
(sksurv.tree.SurvivalTree method)
fit_transform() (sksurv.preprocessing.OneHotEncoder method)
fit_X_ (sksurv.svm.FastKernelSurvivalSVM attribute)
from_arrays() (sksurv.util.Surv static method)
from_dataframe() (sksurv.util.Surv static method)
G
get_feature_names_out() (sksurv.preprocessing.OneHotEncoder method)
get_x_y() (in module sksurv.datasets)
GradientBoostingSurvivalAnalysis (class in sksurv.ensemble)
H
HingeLossSurvivalSVM (class in sksurv.svm)
I
integrated_brier_score() (in module sksurv.metrics)
ipc_weights() (in module sksurv.nonparametric)
IPCRidge (class in sksurv.linear_model)
K
kaplan_meier_estimator() (in module sksurv.nonparametric)
L
load_aids() (in module sksurv.datasets)
load_arff_files_standardized() (in module sksurv.datasets)
load_breast_cancer() (in module sksurv.datasets)
load_flchain() (in module sksurv.datasets)
load_gbsg2() (in module sksurv.datasets)
load_veterans_lung_cancer() (in module sksurv.datasets)
load_whas500() (in module sksurv.datasets)
loadarff() (in module sksurv.io)
loss_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
M
max_features_ (sksurv.tree.SurvivalTree attribute)
MinlipSurvivalAnalysis (class in sksurv.svm)
N
n_estimators_ (sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
n_features_in_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.ExtraSurvivalTrees attribute)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.RandomSurvivalForest attribute)
(sksurv.kernels.ClinicalKernelTransform attribute)
(sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
(sksurv.linear_model.CoxPHSurvivalAnalysis attribute)
(sksurv.linear_model.IPCRidge attribute)
(sksurv.preprocessing.OneHotEncoder attribute)
(sksurv.svm.FastKernelSurvivalSVM attribute)
(sksurv.svm.FastSurvivalSVM attribute)
(sksurv.svm.HingeLossSurvivalSVM attribute)
(sksurv.svm.MinlipSurvivalAnalysis attribute)
(sksurv.tree.SurvivalTree attribute)
NaiveSurvivalSVM (class in sksurv.svm)
nelson_aalen_estimator() (in module sksurv.nonparametric)
O
offset_ (sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
OneHotEncoder (class in sksurv.preprocessing)
oob_improvement_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
oob_score_ (sksurv.ensemble.ExtraSurvivalTrees attribute)
(sksurv.ensemble.RandomSurvivalForest attribute)
optimizer_result_ (sksurv.svm.FastKernelSurvivalSVM attribute)
(sksurv.svm.FastSurvivalSVM attribute)
P
pairwise_kernel() (sksurv.kernels.ClinicalKernelTransform method)
penalty_factor_ (sksurv.linear_model.CoxnetSurvivalAnalysis attribute)
predict() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.linear_model.IPCRidge method)
(sksurv.svm.FastKernelSurvivalSVM method)
(sksurv.svm.FastSurvivalSVM method)
(sksurv.svm.HingeLossSurvivalSVM method)
(sksurv.svm.MinlipSurvivalAnalysis method)
(sksurv.svm.NaiveSurvivalSVM method)
(sksurv.tree.SurvivalTree method)
predict_cumulative_hazard_function() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.tree.SurvivalTree method)
predict_ipcw() (sksurv.nonparametric.CensoringDistributionEstimator method)
predict_proba() (sksurv.nonparametric.CensoringDistributionEstimator method)
(sksurv.nonparametric.SurvivalFunctionEstimator method)
predict_survival_function() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.tree.SurvivalTree method)
prepare() (sksurv.kernels.ClinicalKernelTransform method)
R
RandomSurvivalForest (class in sksurv.ensemble)
S
score() (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.ExtraSurvivalTrees method)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
(sksurv.ensemble.RandomSurvivalForest method)
(sksurv.linear_model.CoxnetSurvivalAnalysis method)
(sksurv.linear_model.CoxPHSurvivalAnalysis method)
(sksurv.linear_model.IPCRidge method)
(sksurv.metrics.as_concordance_index_ipcw_scorer method)
(sksurv.metrics.as_cumulative_dynamic_auc_scorer method)
(sksurv.metrics.as_integrated_brier_score_scorer method)
(sksurv.svm.FastKernelSurvivalSVM method)
(sksurv.svm.FastSurvivalSVM method)
(sksurv.svm.HingeLossSurvivalSVM method)
(sksurv.svm.MinlipSurvivalAnalysis method)
(sksurv.svm.NaiveSurvivalSVM method)
(sksurv.tree.SurvivalTree method)
staged_predict() (sksurv.ensemble.GradientBoostingSurvivalAnalysis method)
standardize() (in module sksurv.column)
StepFunction (class in sksurv.functions)
Surv (class in sksurv.util)
SurvivalFunctionEstimator (class in sksurv.nonparametric)
SurvivalTree (class in sksurv.tree)
T
train_score_ (sksurv.ensemble.ComponentwiseGradientBoostingSurvivalAnalysis attribute)
(sksurv.ensemble.GradientBoostingSurvivalAnalysis attribute)
transform() (sksurv.kernels.ClinicalKernelTransform method)
(sksurv.preprocessing.OneHotEncoder method)
tree_ (sksurv.tree.SurvivalTree attribute)
W
writearff() (in module sksurv.io)
X
X_fit_ (sksurv.svm.HingeLossSurvivalSVM attribute)
(sksurv.svm.MinlipSurvivalAnalysis attribute)