Index

_

__call__() (surpyval.univariate.regression.tvc_path.CovariatePath method)

A

aalen_johansen_iif() (in module surpyval.univariate.competing_risks.aalen_johansen) AcceleratedLife() (in module surpyval.univariate.regression.accelerated_life.accelerated_life) acceleration_factor() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) add_covariates() (surpyval.utils.surpyval_data.SurpyvalData method) AdditiveHazards_ (class in surpyval.univariate.regression.additive_hazards.additive_hazards) AdditiveHazardsFitter (class in surpyval.univariate.regression.additive_hazards.additive_hazards_fitter) AdditiveHazardsModel (class in surpyval.univariate.regression.additive_hazards.additive_hazards) AFT() (in module surpyval.univariate.regression.accelerated_failure_time.aft_fitter) AFTFitter (class in surpyval.univariate.regression.accelerated_failure_time.aft_fitter) AH() (in module surpyval.univariate.regression.additive_hazards) aic (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel property) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) aic() (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) aic_c() (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method)

aliased (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards property) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel property) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel property) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel property) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel property) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel property) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel property) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel property) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel property) alpha_ci (surpyval.degradation.process_models.ProcessRUL attribute) (surpyval.recurrent.tests.TrendTestResult attribute) alternative (surpyval.recurrent.tests.TrendTestResult attribute) AMHCopula (class in surpyval.multivariate.parametric.copula.archimedean) apply_model_function() (surpyval.beta.ml.forest.node.IntermediateNode method) (surpyval.beta.ml.forest.node.Node method) (surpyval.beta.ml.forest.node.TerminalNode method) (surpyval.beta.ml.forest.tree.SurvivalTree method) ARA (in module surpyval.recurrent.renewal.ara) ARI (in module surpyval.recurrent.renewal.ari) as_generator() (in module surpyval.utils.rng) auc_td() (in module surpyval.metrics.validation)

B

band() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) Bernoulli_ (class in surpyval.univariate.parametric.distributions.bernoulli) beta (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel attribute) Beta4_ (class in surpyval.univariate.parametric.distributions.beta4) Beta_ (class in surpyval.univariate.parametric.distributions.beta) BetaGeometric_ (class in surpyval.univariate.parametric.distributions.beta_geometric) bic (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel property) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) bic() (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method)

Binomial_ (class in surpyval.univariate.parametric.distributions.binomial) bootstrap_cb() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) bootstrap_ci() (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) BOUNDARY_INFORMATION_SHARE (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter attribute) bounds (surpyval.recurrent.parametric.counting_process.CountingProcess attribute) breakpoints() (surpyval.univariate.regression.tvc_path.CovariatePath method) brier_score() (in module surpyval.metrics.validation) BuckleyJames_ (class in surpyval.univariate.regression.buckley_james.buckley_james) BuckleyJamesModel (class in surpyval.univariate.regression.buckley_james.buckley_james)

C

cause (surpyval.univariate.competing_risks.nonparametric.gray_test.GrayTestResult attribute) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel attribute) CauseSpecificMCF (class in surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf) CauseSpecificNHPP (class in surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp) cb() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) cb_tvc() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) cdf() (surpyval.distribution.MultivariateDistribution method) (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) center (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards attribute) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel attribute) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) check_data() (surpyval.degradation.path_models.ExponentialPath_ method) (surpyval.degradation.path_models.GompertzPath_ method) (surpyval.degradation.path_models.LinearPath_ method) (surpyval.degradation.path_models.LloydLipowPath_ method) (surpyval.degradation.path_models.LogarithmicPath_ method) (surpyval.degradation.path_models.MichaelisMentenPath_ method) (surpyval.degradation.path_models.OffsetExponentialPath_ method) (surpyval.degradation.path_models.PathModel method) (surpyval.degradation.path_models.PowerPath_ method) (surpyval.degradation.path_models.QuadraticPath_ method) (surpyval.degradation.stress.LinkedPathModel method) check_ph() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) cif() (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.parametric.counting_process.CountingProcess method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel method) cif_cb() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) ClaytonCopula (class in surpyval.multivariate.parametric.copula.archimedean) clock_units() (in module surpyval.degradation.step_stress) ClockUnit (class in surpyval.degradation.step_stress) closed_bounds (surpyval.multivariate.parametric.copula.archimedean.AMHCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula attribute) (surpyval.multivariate.parametric.copula.copula.Copula attribute) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula attribute) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula attribute) coefficients (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel attribute) coerce_xcnt_x() (in module surpyval.utils) CompetingRisks (class in surpyval.univariate.competing_risks.nonparametric.competing_risks)

CompetingRisksProportionalHazards (class in surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard) compute_residuals() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) concordance() (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) concordance_index() (in module surpyval.metrics.concordance) conditional_cdf() (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) constant() (surpyval.univariate.regression.tvc_schedule.StepSchedule class method) Copula (class in surpyval.multivariate.parametric.copula.copula) copula (surpyval.multivariate.parametric.copula.copula_model.CopulaModel attribute) CopulaModel (class in surpyval.multivariate.parametric.copula.copula_model) count_terminated_simulation() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) count_terminated_simulation_data() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) CountingProcess (class in surpyval.recurrent.parametric.counting_process) covariance() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) CovariatePath (class in surpyval.univariate.regression.tvc_path) CoxFrailtyFitter (class in surpyval.univariate.regression.frailty.cox_frailty) CoxFrailtyModel (class in surpyval.univariate.regression.frailty.cox_frailty) CoxLewis (in module surpyval.recurrent.parametric.cox_lewis) CoxPH_ (class in surpyval.univariate.regression.proportional_hazards.cox_ph) cramer_von_mises() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) create() (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter static method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter static method) CrowAMSAA (in module surpyval.recurrent.parametric.crow_amsaa) cs() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) CustomDistribution (class in surpyval.univariate.parametric.distributions.custom_distribution) cyclic() (surpyval.univariate.regression.tvc_schedule.StepSchedule class method)

D

data (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) decode_non_finite() (in module surpyval.serialisation) degradation_quantile() (surpyval.degradation.destructive.DestructiveDegradationModel method) DegradationAnalysis_ (class in surpyval.degradation.degradation_analysis) DegradationModel (class in surpyval.degradation.degradation_analysis) dependence_limits (surpyval.multivariate.parametric.copula.archimedean.AMHCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula attribute) (surpyval.multivariate.parametric.copula.copula.Copula attribute) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula attribute) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula attribute) describe() (surpyval.beta.ml.forest.node.IntermediateNode method) (surpyval.beta.ml.forest.node.TerminalNode method) (surpyval.beta.ml.forest.tree.SurvivalTree method) DestructiveDegradation_ (class in surpyval.degradation.destructive) DestructiveDegradationModel (class in surpyval.degradation.destructive) df (surpyval.univariate.competing_risks.nonparametric.gray_test.GrayTestResult attribute) df() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) (surpyval.beta.ml.forest.tree.SurvivalTree method) (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method)

dimension() (surpyval.multivariate.parametric.data.MultivariateSurpyvalData method) direction (surpyval.recurrent.tests.TrendTestResult attribute) DiscreteWeibull_ (class in surpyval.univariate.parametric.distributions.discrete_weibull) Discretize() (in module surpyval.univariate.parametric.distributions.discretize) DiscretizedFitter (class in surpyval.univariate.parametric.distributions.discretize) dist (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) dist_params (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) Distribution (class in surpyval.distribution) distribution (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) distribution_param_map (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) dof (surpyval.recurrent.tests.TrendTestResult attribute) (surpyval.univariate.nonparametric.logrank.LogRankResult attribute) drift (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel attribute) du() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) Duane (in module surpyval.recurrent.parametric.duane) dv() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method)

E

EM() (surpyval.univariate.parametric.mixture_model.MixtureModel method) encode_non_finite() (in module surpyval.serialisation) entropy() (surpyval.distribution.ParametricDistribution method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.parametric.Parametric method)

event_types (surpyval.utils.recurrent_event_data.RecurrentEventData property) ExactEventTime_ (class in surpyval.univariate.parametric.distributions.exact_event_time) expectation() (surpyval.univariate.parametric.mixture_model.MixtureModel method) Exponential_ (class in surpyval.univariate.parametric.distributions.exponential) ExponentialPath_ (class in surpyval.degradation.path_models) ExpoWeibull_ (class in surpyval.univariate.parametric.distributions.expo_weibull) extras (surpyval.univariate.parametric.parametric.Parametric property)

F

feature_importances() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) feature_labels (surpyval.beta.ml.forest.forest.RandomSurvivalForest property) (surpyval.beta.ml.forest.tree.SurvivalTree property) feature_names (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) ff() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) (surpyval.beta.ml.forest.tree.SurvivalTree method) (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.distribution.Distribution method) (surpyval.distribution.NonParametricDistribution method) (surpyval.distribution.ParametricDistribution method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.degenerate.InstantlyOccurs class method) (surpyval.univariate.parametric.distributions.degenerate.NeverOccurs class method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) FineGray_ (class in surpyval.univariate.competing_risks.regression.fine_gray) FineGrayModel (class in surpyval.univariate.competing_risks.regression.fine_gray) fit() (surpyval.beta.ml.forest.forest.RandomSurvivalForest class method) (surpyval.beta.ml.forest.tree.SurvivalTree class method) (surpyval.degradation.degradation_analysis.DegradationAnalysis_ method) (surpyval.degradation.destructive.DestructiveDegradation_ method) (surpyval.degradation.path_models.ExponentialPath_ method) (surpyval.degradation.path_models.GompertzPath_ method) (surpyval.degradation.path_models.LinearPath_ method) (surpyval.degradation.path_models.LloydLipowPath_ method) (surpyval.degradation.path_models.LogarithmicPath_ method) (surpyval.degradation.path_models.MichaelisMentenPath_ method) (surpyval.degradation.path_models.OffsetExponentialPath_ method) (surpyval.degradation.path_models.PathModel method) (surpyval.degradation.path_models.PowerPath_ method) (surpyval.degradation.path_models.QuadraticPath_ method) (surpyval.degradation.process_models.GammaProcess class method) (surpyval.degradation.process_models.WienerProcess class method) (surpyval.degradation.stress.LinkedPathModel method) (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF class method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP class method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.regression.hpp_proportional_intensity.ProportionalIntensityHPP method) (surpyval.recurrent.regression.nhpp_proportional_intensity.ProportionalIntensityNHPP method) (surpyval.recurrent.renewal.ara.ARA method) (surpyval.recurrent.renewal.ari.ARI method) (surpyval.recurrent.renewal.generalized_one_renewal.GeneralizedOneRenewal method) (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks class method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks class method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards class method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGray_ method) (surpyval.univariate.nonparametric.fleming_harrington.FlemingHarrington_ method) (surpyval.univariate.nonparametric.kaplan_meier.KaplanMeier_ method) (surpyval.univariate.nonparametric.nelson_aalen.NelsonAalen_ method) (surpyval.univariate.nonparametric.turnbull.Turnbull_ method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.royston_parmar.RoystonParmar_ method) (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazards_ method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJames_ method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyFitter method) (surpyval.univariate.regression.frailty.frailty_fitter.FrailtyFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOdds_ method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fit_best() (in module surpyval.fit_best) fit_from_df() (surpyval.beta.ml.forest.forest.RandomSurvivalForest class method) (surpyval.beta.ml.forest.tree.SurvivalTree class method) (surpyval.degradation.degradation_analysis.DegradationAnalysis_ method) (surpyval.degradation.destructive.DestructiveDegradation_ method) (surpyval.degradation.process_models.GammaProcess class method) (surpyval.degradation.process_models.WienerProcess class method) (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF class method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP class method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.counting_process.CountingProcess class method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.regression.hpp_proportional_intensity.ProportionalIntensityHPP method) (surpyval.recurrent.regression.nhpp_proportional_intensity.ProportionalIntensityNHPP method) (surpyval.recurrent.renewal.ara.ARA method) (surpyval.recurrent.renewal.ari.ARI method) (surpyval.recurrent.renewal.generalized_one_renewal.GeneralizedOneRenewal method) (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks class method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks class method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards class method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGray_ method) (surpyval.univariate.nonparametric.fleming_harrington.FlemingHarrington_ class method) (surpyval.univariate.nonparametric.kaplan_meier.KaplanMeier_ class method) (surpyval.univariate.nonparametric.nelson_aalen.NelsonAalen_ class method) (surpyval.univariate.nonparametric.turnbull.Turnbull_ class method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ class method) (surpyval.univariate.parametric.distributions.beta.Beta_ class method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ class method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ class method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ class method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution class method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ class method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter class method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ class method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ class method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ class method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ class method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ class method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ class method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ class method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ class method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ class method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ class method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ class method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ class method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ class method) (surpyval.univariate.parametric.distributions.normal.Normal_ class method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ class method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ class method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ class method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ class method) (surpyval.univariate.parametric.mixture_model.MixtureModel class method) (surpyval.univariate.parametric.royston_parmar.RoystonParmar_ class method) (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazards_ method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJames_ method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyFitter method) (surpyval.univariate.regression.frailty.frailty_fitter.FrailtyFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOdds_ method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fit_from_ecdf() (surpyval.univariate.nonparametric.nonparametric.NonParametric class method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method)

fit_from_non_parametric() (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) fit_from_parameters() (surpyval.recurrent.renewal.ara.ARA method) (surpyval.recurrent.renewal.ari.ARI method) (surpyval.recurrent.renewal.generalized_one_renewal.GeneralizedOneRenewal method) (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) fit_from_recurrent_data() (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP class method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.regression.hpp_proportional_intensity.ProportionalIntensityHPP method) (surpyval.recurrent.regression.nhpp_proportional_intensity.ProportionalIntensityNHPP method) (surpyval.recurrent.renewal.ara.ARA method) (surpyval.recurrent.renewal.ari.ARI method) (surpyval.recurrent.renewal.generalized_one_renewal.GeneralizedOneRenewal method) (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) fit_from_surpyval_data() (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) fit_tvc() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fit_tvc_from_df() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fit_tvc_timeline() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fit_tvc_timeline_from_df() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.proportional_hazards.cox_ph.CoxPH_ method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) fixed (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) fixed_effect_names() (in module surpyval.degradation.stress) FixedEventProbability_ (class in surpyval.univariate.parametric.distributions.fixed_event_probability) FlemingHarrington_ (class in surpyval.univariate.nonparametric.fleming_harrington) format_truncation() (in module surpyval.utils) Frailty() (in module surpyval.univariate.regression.frailty) frailty_variance (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel property) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel property) FrailtyFitter (class in surpyval.univariate.regression.frailty.frailty_fitter) FrailtyModel (class in surpyval.univariate.regression.frailty.frailty_model) FrankCopula (class in surpyval.multivariate.parametric.copula.archimedean) from_callable() (surpyval.univariate.regression.tvc_path.CovariatePath class method) from_changepoints() (surpyval.univariate.regression.tvc_schedule.StepSchedule class method) from_dict() (in module surpyval.serialisation) (surpyval.beta.ml.forest.forest.RandomSurvivalForest class method) (surpyval.beta.ml.forest.tree.SurvivalTree class method) (surpyval.degradation.degradation_analysis.DegradationModel class method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution class method) (surpyval.degradation.destructive.DestructiveDegradationModel class method) (surpyval.degradation.process_models.GammaProcessModel class method) (surpyval.degradation.process_models.WienerProcessModel class method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel class method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF class method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP class method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting class method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel class method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel class method) (surpyval.recurrent.renewal.renewal_model.RenewalModel class method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks class method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks class method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards class method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel class method) (surpyval.univariate.nonparametric.nonparametric.NonParametric class method) (surpyval.univariate.parametric.mixture_model.MixtureModel class method) (surpyval.univariate.parametric.parametric.Parametric class method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel class method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel class method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel class method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel class method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel class method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel class method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel class method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel class method) from_expression() (surpyval.univariate.regression.tvc_schedule.StepSchedule class method) from_fitted() (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks class method) from_intervals() (surpyval.univariate.regression.tvc_schedule.StepSchedule class method) from_json() (in module surpyval.serialisation) (surpyval.beta.ml.forest.forest.RandomSurvivalForest class method) (surpyval.beta.ml.forest.tree.SurvivalTree class method) (surpyval.degradation.degradation_analysis.DegradationModel class method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution class method) (surpyval.degradation.destructive.DestructiveDegradationModel class method) (surpyval.degradation.process_models.GammaProcessModel class method) (surpyval.degradation.process_models.WienerProcessModel class method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel class method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF class method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP class method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting class method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel class method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel class method) (surpyval.recurrent.renewal.renewal_model.RenewalModel class method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks class method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks class method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards class method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel class method) (surpyval.univariate.nonparametric.nonparametric.NonParametric class method) (surpyval.univariate.parametric.distributions.degenerate.InstantlyOccurs class method) (surpyval.univariate.parametric.distributions.degenerate.NeverOccurs class method) (surpyval.univariate.parametric.mixture_model.MixtureModel class method) (surpyval.univariate.parametric.parametric.Parametric class method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel class method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel class method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel class method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel class method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel class method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel class method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel class method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel class method) (surpyval.utils.surpyval_data.SurpyvalData class method) from_params() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) from_points() (surpyval.univariate.regression.tvc_path.CovariatePath class method) from_xrd() (surpyval.recurrent.nonparametric.mcf.NonParametricCounting class method) (surpyval.univariate.nonparametric.fleming_harrington.FlemingHarrington_ method) (surpyval.univariate.nonparametric.kaplan_meier.KaplanMeier_ method) (surpyval.univariate.nonparametric.nelson_aalen.NelsonAalen_ method) (surpyval.univariate.nonparametric.turnbull.Turnbull_ method) fs_to_xcnt() (in module surpyval.utils) fs_to_xrd() (in module surpyval.utils) fsl_to_xcnt() (in module surpyval.utils) fsli_handler() (in module surpyval.utils) fsli_to_xcnt() (in module surpyval.utils) fun (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute)

G

gamma (surpyval.degradation.process_models.GammaProcessModel attribute) (surpyval.degradation.process_models.WienerProcessModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) Gamma_ (class in surpyval.univariate.parametric.distributions.gamma) GammaProcess (class in surpyval.degradation.process_models) GammaProcessModel (class in surpyval.degradation.process_models) GaussianCopula (class in surpyval.multivariate.parametric.copula.elliptical) GeneralizedOneRenewal (in module surpyval.recurrent.renewal.generalized_one_renewal) GeneralizedRenewal (in module surpyval.recurrent.renewal.generalized_renewal) Geometric_ (class in surpyval.univariate.parametric.distributions.geometric) get_events_for_item() (surpyval.utils.recurrent_event_data.RecurrentEventData method) get_interarrival_times() (surpyval.utils.recurrent_event_data.RecurrentEventData method) get_path_model() (in module surpyval.degradation.path_models) get_plot_data() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method)

get_previous_x() (surpyval.utils.recurrent_event_data.RecurrentEventData method) get_right_truncation_close() (surpyval.utils.recurrent_event_data.RecurrentEventData method) get_times_to_first_events() (surpyval.utils.recurrent_event_data.RecurrentEventData method) GompertzPath_ (class in surpyval.degradation.path_models) GoodnessOfFitResult (class in surpyval.recurrent.diagnostics) GRADIENT_FIRST_BUDGET (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter attribute) gray_test() (in module surpyval.univariate.competing_risks.nonparametric.gray_test) GrayTestResult (class in surpyval.univariate.competing_risks.nonparametric.gray_test) group_xcnt() (in module surpyval.utils) groups (surpyval.univariate.competing_risks.nonparametric.gray_test.GrayTestResult attribute) Gumbel_ (class in surpyval.univariate.parametric.distributions.gumbel) GumbelCopula (class in surpyval.multivariate.parametric.copula.archimedean) GumbelLEV_ (class in surpyval.univariate.parametric.distributions.gumbel_lev)

H

handle_xicn() (in module surpyval.utils.recurrent_utils) has_scale (surpyval.recurrent.parametric.counting_process.CountingProcess attribute) Hf() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) hf() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) Hf() (surpyval.beta.ml.forest.tree.SurvivalTree method) hf() (surpyval.beta.ml.forest.tree.SurvivalTree method) Hf() (surpyval.degradation.degradation_analysis.DegradationModel method) hf() (surpyval.degradation.degradation_analysis.DegradationModel method) Hf() (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) hf() (surpyval.degradation.process_models.GammaProcessModel method) Hf() (surpyval.degradation.process_models.WienerProcessModel method) hf() (surpyval.degradation.process_models.WienerProcessModel method) Hf() (surpyval.distribution.Distribution method) (surpyval.distribution.NonParametricDistribution method) (surpyval.distribution.ParametricDistribution method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) hf() (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) Hf() (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) hf() (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) Hf() (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) hf() (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) Hf() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) hf() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) Hf() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) hf() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) Hf() (surpyval.univariate.parametric.distributions.beta.Beta_ method) hf() (surpyval.univariate.parametric.distributions.beta.Beta_ method) Hf() (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) hf() (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) Hf() (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) hf() (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) Hf() (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) hf() (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) Hf() (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) hf() (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) Hf() (surpyval.univariate.parametric.distributions.degenerate.InstantlyOccurs class method) (surpyval.univariate.parametric.distributions.degenerate.NeverOccurs class method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) hf() (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) Hf() (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) hf() (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) Hf() (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) hf() (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) Hf() (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) hf() (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) Hf() (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) hf() (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) Hf() (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) hf() (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) Hf() (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) hf() (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method)

Hf() (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) hf() (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) Hf() (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) hf() (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) Hf() (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) hf() (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) Hf() (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) hf() (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) Hf() (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) hf() (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) Hf() (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) hf() (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) Hf() (surpyval.univariate.parametric.distributions.normal.Normal_ method) hf() (surpyval.univariate.parametric.distributions.normal.Normal_ method) Hf() (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) hf() (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) Hf() (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) hf() (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) Hf() (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) hf() (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) Hf() (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) hf() (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) Hf() (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) hf() (surpyval.univariate.parametric.parametric.Parametric method) Hf() (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) hf() (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) Hf() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) hf() (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) Hf() (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) hf() (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) Hf() (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) hf() (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) Hf() (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) hf() (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) Hf() (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) hf() (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) Hf() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) hf() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) Hf() (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) hf() (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) Hf() (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) hf() (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) Hf() (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) hf() (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) Hf() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) hf() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) Hf_tvc() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) how (surpyval.recurrent.renewal.renewal_model.RenewalModel attribute) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks attribute) HPP (in module surpyval.recurrent.parametric.hpp) Hypoexponential_ (class in surpyval.univariate.parametric.distributions.hypoexponential)

I

iif() (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.parametric.counting_process.CountingProcess method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) IndependenceCopula (class in surpyval.multivariate.parametric.copula.archimedean) induced_life() (surpyval.degradation.degradation_analysis.DegradationModel method) InducedFailureDistribution (class in surpyval.degradation.degradation_analysis) initialise_params() (surpyval.univariate.parametric.mixture_model.MixtureModel method) InstantlyOccurs (class in surpyval.univariate.parametric.distributions.degenerate) integrated_brier_score() (in module surpyval.metrics.validation) IntermediateNode (class in surpyval.beta.ml.forest.node) inv_cif() (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method)

inv_path() (surpyval.degradation.path_models.ExponentialPath_ method) (surpyval.degradation.path_models.GompertzPath_ method) (surpyval.degradation.path_models.LinearPath_ method) (surpyval.degradation.path_models.LloydLipowPath_ method) (surpyval.degradation.path_models.LogarithmicPath_ method) (surpyval.degradation.path_models.MichaelisMentenPath_ method) (surpyval.degradation.path_models.OffsetExponentialPath_ method) (surpyval.degradation.path_models.PathModel method) (surpyval.degradation.path_models.PowerPath_ method) (surpyval.degradation.path_models.QuadraticPath_ method) (surpyval.degradation.stress.LinkedPathModel method) is_accelerated (surpyval.degradation.degradation_analysis.DegradationModel property) (surpyval.degradation.process_models.GammaProcessModel property) (surpyval.degradation.process_models.WienerProcessModel property) is_missing_event() (in module surpyval.utils) is_stratified (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) is_tvc (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) item_observation_windows() (surpyval.utils.recurrent_event_data.RecurrentEventData method) item_rows() (surpyval.utils.recurrent_event_data.RecurrentEventData method)

J

jac (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) jacobian() (surpyval.degradation.path_models.ExponentialPath_ method) (surpyval.degradation.path_models.GompertzPath_ method) (surpyval.degradation.path_models.LinearPath_ method) (surpyval.degradation.path_models.LloydLipowPath_ method) (surpyval.degradation.path_models.LogarithmicPath_ method) (surpyval.degradation.path_models.MichaelisMentenPath_ method) (surpyval.degradation.path_models.OffsetExponentialPath_ method) (surpyval.degradation.path_models.PathModel method) (surpyval.degradation.path_models.PowerPath_ method) (surpyval.degradation.path_models.QuadraticPath_ method) (surpyval.degradation.stress.LinkedPathModel method)

JoeCopula (class in surpyval.multivariate.parametric.copula.archimedean)

K

k (surpyval.multivariate.parametric.copula.copula_model.CopulaModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) k_dist (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) KaplanMeier_ (class in surpyval.univariate.nonparametric.kaplan_meier) kendall_tau (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel property) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel property) kendall_tau() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method)

kijima_i() (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) kijima_ii() (surpyval.recurrent.renewal.generalized_renewal.GeneralizedRenewal method) kijima_type (surpyval.recurrent.renewal.renewal_model.RenewalModel attribute) kind (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel attribute) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute)

L

laplace() (in module surpyval.recurrent.tests) life_model (surpyval.degradation.degradation_analysis.DegradationModel attribute) life_parameter (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel property) life_parameter_covariance() (surpyval.degradation.degradation_analysis.DegradationModel method) LifeModel (class in surpyval.univariate.regression.accelerated_life.lifemodel) likelihood() (surpyval.univariate.parametric.mixture_model.MixtureModel method) linear_in_parameters (surpyval.degradation.path_models.ExponentialPath_ attribute) (surpyval.degradation.path_models.GompertzPath_ attribute) (surpyval.degradation.path_models.LinearPath_ attribute) (surpyval.degradation.path_models.LloydLipowPath_ attribute) (surpyval.degradation.path_models.LogarithmicPath_ attribute) (surpyval.degradation.path_models.MichaelisMentenPath_ attribute) (surpyval.degradation.path_models.OffsetExponentialPath_ attribute) (surpyval.degradation.path_models.PathModel attribute) (surpyval.degradation.path_models.PowerPath_ attribute) (surpyval.degradation.path_models.QuadraticPath_ attribute) (surpyval.degradation.stress.LinkedPathModel attribute) LinearPath_ (class in surpyval.degradation.path_models) LinkedPathModel (class in surpyval.degradation.stress) LloydLipowPath_ (class in surpyval.degradation.path_models) load_bearing_failures() (in module surpyval.datasets) load_bofors_steel() (in module surpyval.datasets) load_boston_housing() (in module surpyval.datasets) load_framingham() (in module surpyval.datasets) load_g1_kaminskiy_krivtsov() (in module surpyval.datasets) load_heart_transplants() (in module surpyval.datasets) load_kidney() (in module surpyval.datasets) load_lung() (in module surpyval.datasets) load_meeker_lfp() (in module surpyval.datasets) load_mettas_and_zhao() (in module surpyval.datasets) load_pbc2() (in module surpyval.datasets) load_rossi_static() (in module surpyval.datasets) load_rossi_time_varying() (in module surpyval.datasets) load_sae() (in module surpyval.datasets) load_support2() (in module surpyval.datasets) load_tires_data() (in module surpyval.datasets) log_df() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) log_ff() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method)

log_iif() (surpyval.recurrent.parametric.counting_process.CountingProcess method) (surpyval.recurrent.parametric.cox_lewis.CoxLewis method) (surpyval.recurrent.parametric.crow_amsaa.CrowAMSAA method) (surpyval.recurrent.parametric.duane.Duane method) (surpyval.recurrent.parametric.hpp.HPP method) log_likelihood (surpyval.multivariate.parametric.copula.copula_model.CopulaModel property) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel property) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel attribute) log_likelihood() (surpyval.univariate.parametric.mixture_model.MixtureModel method) log_sf() (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) LogarithmicPath_ (class in surpyval.degradation.path_models) Logistic_ (class in surpyval.univariate.parametric.distributions.logistic) loglike (surpyval.univariate.parametric.mixture_model.MixtureModel attribute) LogLogistic_ (class in surpyval.univariate.parametric.distributions.loglogistic) LogNormal_ (class in surpyval.univariate.parametric.distributions.lognormal) logrank() (in module surpyval.univariate.nonparametric.logrank) LogRankResult (class in surpyval.univariate.nonparametric.logrank)

M

m (surpyval.recurrent.renewal.renewal_model.RenewalModel attribute) margins (surpyval.multivariate.parametric.copula.copula_model.CopulaModel attribute) maximisation() (surpyval.univariate.parametric.mixture_model.MixtureModel method) maximum (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP property) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel attribute) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel attribute) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks property) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards attribute) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel attribute) (surpyval.univariate.parametric.mixture_model.MixtureModel attribute) (surpyval.univariate.parametric.parametric.Parametric attribute) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel attribute) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel attribute) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) mcf() (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) mcf_cb() (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) mean() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) mean_cb() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.parametric.Parametric method) mean_tvc() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) median (surpyval.univariate.nonparametric.nonparametric.NonParametric property) median() (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) median_degradation() (surpyval.degradation.destructive.DestructiveDegradationModel method) MichaelisMentenPath_ (class in surpyval.degradation.path_models)

mil_hdbk_189c() (in module surpyval.recurrent.tests) missing_events() (in module surpyval.utils) mixed_model_estimate() (in module surpyval.degradation.step_stress) MixtureModel (class in surpyval.univariate.parametric.mixture_model) model (surpyval.beta.ml.forest.node.TerminalNode property) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) module surpyval.datasets surpyval.degradation.step_stress surpyval.metrics.validation surpyval.univariate.nonparametric.plotting_positions surpyval.univariate.nonparametric.success_run surpyval.univariate.parametric.mixture_model surpyval.univariate.parametric.weibayes mom_moment_gen() (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) moment() (surpyval.distribution.ParametricDistribution method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.parametric.Parametric method) mortality() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) MultivariateDistribution (class in surpyval.distribution) MultivariateSurpyvalData (class in surpyval.multivariate.parametric.data)

N

n_boot (surpyval.recurrent.diagnostics.GoodnessOfFitResult attribute) n_events (surpyval.recurrent.diagnostics.GoodnessOfFitResult attribute) (surpyval.recurrent.tests.TrendTestResult attribute) n_iter (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel attribute) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel attribute) n_stresses (surpyval.univariate.regression.accelerated_life.lifemodel.LifeModel attribute) n_subjects (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) n_systems (surpyval.recurrent.diagnostics.GoodnessOfFitResult attribute) (surpyval.recurrent.tests.TrendTestResult attribute) neg_ll() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) neg_ll_of() (surpyval.univariate.parametric.mixture_model.MixtureModel method) neg_mean_D() (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method)

NegativeBinomial_ (class in surpyval.univariate.parametric.distributions.negative_binomial) NelsonAalen_ (class in surpyval.univariate.nonparametric.nelson_aalen) NeverOccurs (class in surpyval.univariate.parametric.distributions.degenerate) Node (class in surpyval.beta.ml.forest.node) NonParametric (class in surpyval.univariate.nonparametric.nonparametric) NonParametricCounting (in module surpyval.recurrent.nonparametric.mcf) NonParametricDistribution (class in surpyval.distribution) Normal_ (class in surpyval.univariate.parametric.distributions.normal)

O

OffsetExponentialPath_ (class in surpyval.degradation.path_models)

oob_log_likelihood() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method)

P

p (surpyval.univariate.regression.tvc_path.CovariatePath property) (surpyval.univariate.regression.tvc_schedule.StepSchedule property) p_value (surpyval.recurrent.diagnostics.GoodnessOfFitResult attribute) (surpyval.recurrent.tests.TrendTestResult attribute) (surpyval.univariate.competing_risks.nonparametric.gray_test.GrayTestResult attribute) (surpyval.univariate.nonparametric.logrank.LogRankResult attribute) param_cb() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) param_names (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel property) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel property) parameter_names (surpyval.multivariate.parametric.copula.copula_model.CopulaModel property) (surpyval.recurrent.parametric.counting_process.CountingProcess attribute) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel property) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel property) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) (surpyval.univariate.parametric.mixture_model.MixtureModel property) (surpyval.univariate.parametric.parametric.Parametric property) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel property) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel property) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel property) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel property) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel property) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel property) ParameterSubstitutionFitter (class in surpyval.univariate.regression.accelerated_life.parameter_substitution) Parametric (class in surpyval.univariate.parametric.parametric) ParametricCompetingRisks (class in surpyval.univariate.competing_risks.parametric.parametric_competing_risks) ParametricDistribution (class in surpyval.distribution) ParametricRecurrenceModel (class in surpyval.recurrent.parametric.parametric_recurrence) ParametricRegressionModel (class in surpyval.univariate.regression.parametric_regression_model) params (surpyval.multivariate.parametric.copula.copula_model.CopulaModel attribute) (surpyval.recurrent.renewal.renewal_model.RenewalModel property) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel property) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel property) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) path() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.path_models.ExponentialPath_ method) (surpyval.degradation.path_models.GompertzPath_ method) (surpyval.degradation.path_models.LinearPath_ method) (surpyval.degradation.path_models.LloydLipowPath_ method) (surpyval.degradation.path_models.LogarithmicPath_ method) (surpyval.degradation.path_models.MichaelisMentenPath_ method) (surpyval.degradation.path_models.OffsetExponentialPath_ method) (surpyval.degradation.path_models.PathModel method) (surpyval.degradation.path_models.PowerPath_ method) (surpyval.degradation.path_models.QuadraticPath_ method) (surpyval.degradation.stress.LinkedPathModel method) path_param_link_mean() (surpyval.degradation.degradation_analysis.DegradationModel method)

path_param_median() (surpyval.degradation.degradation_analysis.DegradationModel method) path_time_derivative() (in module surpyval.degradation.step_stress) PathModel (class in surpyval.degradation.path_models) pdf() (surpyval.distribution.MultivariateDistribution method) (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) PH() (in module surpyval.univariate.regression.proportional_hazards) phi() (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel method) (surpyval.univariate.regression.accelerated_life.lifemodel.LifeModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) phi_init() (surpyval.univariate.regression.accelerated_life.lifemodel.LifeModel method) phi_param_map (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) phi_params (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) plot() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) plotting_positions() (in module surpyval.univariate.nonparametric.plotting_positions) PO() (in module surpyval.univariate.regression.proportional_odds.proportional_odds_fitter) Poisson_ (class in surpyval.univariate.parametric.distributions.poisson) positive_stress_columns (surpyval.univariate.regression.accelerated_life.lifemodel.LifeModel attribute) PowerPath_ (class in surpyval.degradation.path_models) predict_failure_time() (surpyval.degradation.degradation_analysis.DegradationModel method) predict_remaining_life() (surpyval.degradation.degradation_analysis.DegradationModel method) predict_rul() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) predict_tvc() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) prob_already_failed (surpyval.degradation.process_models.ProcessRUL attribute) probability_of_cause() (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) ProcessRUL (class in surpyval.degradation.process_models) profile_least_squares() (in module surpyval.degradation.step_stress) ProportionalHazardsFitter (class in surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter) ProportionalIntensityHPP (in module surpyval.recurrent.regression.hpp_proportional_intensity) ProportionalIntensityModel (class in surpyval.recurrent.regression.proportional_intensity) ProportionalIntensityNHPP (in module surpyval.recurrent.regression.nhpp_proportional_intensity) ProportionalOdds_ (class in surpyval.univariate.regression.proportional_odds.proportional_odds) ProportionalOddsFitter (class in surpyval.univariate.regression.proportional_odds.proportional_odds_fitter) ProportionalOddsModel (class in surpyval.univariate.regression.proportional_odds.proportional_odds)

Q

Q() (surpyval.univariate.parametric.mixture_model.MixtureModel method) qf() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method)

QuadraticPath_ (class in surpyval.degradation.path_models) quantile_cb() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.parametric.Parametric method)

R

R_cb() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) random() (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.distribution.MultivariateDistribution method) (surpyval.distribution.NonParametricDistribution method) (surpyval.distribution.ParametricDistribution method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) random_data() (surpyval.univariate.parametric.parametric.Parametric method) RandomSurvivalForest (class in surpyval.beta.ml.forest.forest) Rayleigh_ (class in surpyval.univariate.parametric.distributions.rayleigh) RecurrentEventData (class in surpyval.utils.recurrent_event_data)

reg_model (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) RenewalModel (class in surpyval.recurrent.renewal.renewal_model) repair_test() (surpyval.recurrent.renewal.renewal_model.RenewalModel method) required_schema() (in module surpyval.serialisation) res (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel attribute) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel attribute) residuals() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) resolve() (surpyval.univariate.regression.accelerated_life.lifemodel.LifeModel method) resolve_cr_censoring() (in module surpyval.utils) results (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards attribute) rmst() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) rmst_diff() (in module surpyval.univariate.nonparametric.nonparametric) robust_covariance() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) robust_summary() (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) rotatable (surpyval.multivariate.parametric.copula.archimedean.AMHCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula attribute) (surpyval.multivariate.parametric.copula.copula.Copula attribute) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula attribute) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula attribute) rotated() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) rotation (surpyval.multivariate.parametric.copula.archimedean.AMHCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula attribute) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula attribute) (surpyval.multivariate.parametric.copula.copula.Copula attribute) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula attribute) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula attribute) round_sig() (in module surpyval.utils) RoystonParmar_ (class in surpyval.univariate.parametric.royston_parmar) RoystonParmarModel (class in surpyval.univariate.parametric.royston_parmar) rul (surpyval.degradation.process_models.ProcessRUL attribute) rul_interval (surpyval.degradation.process_models.ProcessRUL attribute) RULPrediction (class in surpyval.degradation.degradation_analysis)

S

sample_uv() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) score() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) se (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) segments() (surpyval.univariate.regression.tvc_schedule.StepSchedule method) SemiParametricRegressionModel (class in surpyval.univariate.regression.semi_parametric_regression_model) set_support() (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) sf() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) (surpyval.beta.ml.forest.tree.SurvivalTree method) (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.distribution.Distribution method) (surpyval.distribution.MultivariateDistribution method) (surpyval.distribution.NonParametricDistribution method) (surpyval.distribution.ParametricDistribution method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.bernoulli.Bernoulli_ method) (surpyval.univariate.parametric.distributions.beta.Beta_ method) (surpyval.univariate.parametric.distributions.beta4.Beta4_ method) (surpyval.univariate.parametric.distributions.beta_geometric.BetaGeometric_ method) (surpyval.univariate.parametric.distributions.binomial.Binomial_ method) (surpyval.univariate.parametric.distributions.custom_distribution.CustomDistribution method) (surpyval.univariate.parametric.distributions.degenerate.InstantlyOccurs class method) (surpyval.univariate.parametric.distributions.degenerate.NeverOccurs class method) (surpyval.univariate.parametric.distributions.discrete_weibull.DiscreteWeibull_ method) (surpyval.univariate.parametric.distributions.discretize.DiscretizedFitter method) (surpyval.univariate.parametric.distributions.exact_event_time.ExactEventTime_ method) (surpyval.univariate.parametric.distributions.expo_weibull.ExpoWeibull_ method) (surpyval.univariate.parametric.distributions.exponential.Exponential_ method) (surpyval.univariate.parametric.distributions.fixed_event_probability.FixedEventProbability_ method) (surpyval.univariate.parametric.distributions.gamma.Gamma_ method) (surpyval.univariate.parametric.distributions.geometric.Geometric_ method) (surpyval.univariate.parametric.distributions.gumbel.Gumbel_ method) (surpyval.univariate.parametric.distributions.gumbel_lev.GumbelLEV_ method) (surpyval.univariate.parametric.distributions.hypoexponential.Hypoexponential_ method) (surpyval.univariate.parametric.distributions.logistic.Logistic_ method) (surpyval.univariate.parametric.distributions.loglogistic.LogLogistic_ method) (surpyval.univariate.parametric.distributions.lognormal.LogNormal_ method) (surpyval.univariate.parametric.distributions.negative_binomial.NegativeBinomial_ method) (surpyval.univariate.parametric.distributions.normal.Normal_ method) (surpyval.univariate.parametric.distributions.poisson.Poisson_ method) (surpyval.univariate.parametric.distributions.rayleigh.Rayleigh_ method) (surpyval.univariate.parametric.distributions.uniform.Uniform_ method) (surpyval.univariate.parametric.distributions.weibull.Weibull_ method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.accelerated_failure_time.aft_fitter.AFTFitter method) (surpyval.univariate.regression.accelerated_life.parameter_substitution.ParameterSubstitutionFitter method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards_fitter.AdditiveHazardsFitter method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_hazards.proportional_hazards_fitter.ProportionalHazardsFitter method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds_fitter.ProportionalOddsFitter method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method)

sf_tvc() (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) smoothed_hf() (surpyval.univariate.nonparametric.nonparametric.NonParametric method) source_df (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks attribute) spearman_rho() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) split_for_nhpp_likelihood() (surpyval.utils.recurrent_event_data.RecurrentEventData method) standard_errors() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) statistic (surpyval.recurrent.diagnostics.GoodnessOfFitResult attribute) (surpyval.recurrent.tests.TrendTestResult attribute) (surpyval.univariate.competing_risks.nonparametric.gray_test.GrayTestResult attribute) (surpyval.univariate.nonparametric.logrank.LogRankResult attribute) StepSchedule (class in surpyval.univariate.regression.tvc_schedule) StepValuedError (class in surpyval.univariate.regression.tvc_schedule) strata (surpyval.univariate.nonparametric.logrank.LogRankResult attribute) strata_baselines (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) strata_labels (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute) stress_design() (in module surpyval.degradation.stress) StudentTCopula (class in surpyval.multivariate.parametric.copula.elliptical) success_run() (in module surpyval.univariate.nonparametric.success_run) summary() (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) support (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF attribute) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks attribute) (surpyval.univariate.nonparametric.nonparametric.NonParametric attribute) surpyval.datasets module surpyval.degradation.step_stress module surpyval.metrics.validation module surpyval.univariate.nonparametric.plotting_positions module surpyval.univariate.nonparametric.success_run module surpyval.univariate.parametric.mixture_model module surpyval.univariate.parametric.weibayes module SurpyvalData (class in surpyval.utils.surpyval_data) survival_probability() (in module surpyval.metrics.validation) SurvivalTree (class in surpyval.beta.ml.forest.tree)

T

tail_dependence() (surpyval.multivariate.parametric.copula.archimedean.AMHCopula method) (surpyval.multivariate.parametric.copula.archimedean.ClaytonCopula method) (surpyval.multivariate.parametric.copula.archimedean.FrankCopula method) (surpyval.multivariate.parametric.copula.archimedean.GumbelCopula method) (surpyval.multivariate.parametric.copula.archimedean.IndependenceCopula method) (surpyval.multivariate.parametric.copula.archimedean.JoeCopula method) (surpyval.multivariate.parametric.copula.copula.Copula method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.multivariate.parametric.copula.elliptical.GaussianCopula method) (surpyval.multivariate.parametric.copula.elliptical.StudentTCopula method) tau() (surpyval.degradation.step_stress.ClockUnit method) tau_gradient() (surpyval.degradation.step_stress.ClockUnit method) TerminalNode (class in surpyval.beta.ml.forest.node) test (surpyval.recurrent.tests.TrendTestResult attribute) time_terminated_simulation() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) time_terminated_simulation_data() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) to_cause_specific_xrd() (surpyval.utils.recurrent_event_data.RecurrentEventData method) to_dict() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) (surpyval.beta.ml.forest.node.IntermediateNode method) (surpyval.beta.ml.forest.node.TerminalNode method) (surpyval.beta.ml.forest.tree.SurvivalTree method) (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.distribution.ParametricDistribution method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method)

to_json() (surpyval.beta.ml.forest.forest.RandomSurvivalForest method) (surpyval.beta.ml.forest.tree.SurvivalTree method) (surpyval.degradation.degradation_analysis.DegradationModel method) (surpyval.degradation.degradation_analysis.InducedFailureDistribution method) (surpyval.degradation.destructive.DestructiveDegradationModel method) (surpyval.degradation.process_models.GammaProcessModel method) (surpyval.degradation.process_models.WienerProcessModel method) (surpyval.multivariate.parametric.copula.copula_model.CopulaModel method) (surpyval.recurrent.competing_risks.nonparametric.cause_specific_mcf.CauseSpecificMCF method) (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) (surpyval.recurrent.nonparametric.mcf.NonParametricCounting method) (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) (surpyval.univariate.competing_risks.nonparametric.competing_risks.CompetingRisks method) (surpyval.univariate.competing_risks.parametric.parametric_competing_risks.ParametricCompetingRisks method) (surpyval.univariate.competing_risks.regression.competing_risks_proportional_hazard.CompetingRisksProportionalHazards method) (surpyval.univariate.competing_risks.regression.fine_gray.FineGrayModel method) (surpyval.univariate.nonparametric.nonparametric.NonParametric method) (surpyval.univariate.parametric.distributions.degenerate.InstantlyOccurs class method) (surpyval.univariate.parametric.distributions.degenerate.NeverOccurs class method) (surpyval.univariate.parametric.mixture_model.MixtureModel method) (surpyval.univariate.parametric.parametric.Parametric method) (surpyval.univariate.parametric.royston_parmar.RoystonParmarModel method) (surpyval.univariate.regression.additive_hazards.additive_hazards.AdditiveHazardsModel method) (surpyval.univariate.regression.buckley_james.buckley_james.BuckleyJamesModel method) (surpyval.univariate.regression.frailty.cox_frailty.CoxFrailtyModel method) (surpyval.univariate.regression.frailty.frailty_model.FrailtyModel method) (surpyval.univariate.regression.parametric_regression_model.ParametricRegressionModel method) (surpyval.univariate.regression.proportional_odds.proportional_odds.ProportionalOddsModel method) (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel method) (surpyval.utils.surpyval_data.SurpyvalData method) to_link() (surpyval.degradation.stress.LinkedPathModel method) to_natural() (surpyval.degradation.stress.LinkedPathModel method) to_xrd() (surpyval.utils.recurrent_event_data.RecurrentEventData method) (surpyval.utils.surpyval_data.SurpyvalData method) total_cif() (surpyval.recurrent.competing_risks.parametric.cause_specific_nhpp.CauseSpecificNHPP method) trend (surpyval.recurrent.tests.TrendTestResult attribute) trend_test() (surpyval.recurrent.parametric.parametric_recurrence.ParametricRecurrenceModel method) (surpyval.recurrent.regression.proportional_intensity.ProportionalIntensityModel method) (surpyval.recurrent.renewal.renewal_model.RenewalModel method) TrendTestResult (class in surpyval.recurrent.tests) Turnbull_ (class in surpyval.univariate.nonparametric.turnbull) tvc_subject_ids (surpyval.univariate.regression.semi_parametric_regression_model.SemiParametricRegressionModel attribute)

U

Uniform_ (class in surpyval.univariate.parametric.distributions.uniform)

units (surpyval.beta.ml.forest.node.TerminalNode property)

V

var() (surpyval.univariate.parametric.parametric.Parametric method)

W

weibayes() (in module surpyval.univariate.parametric.weibayes) Weibull_ (class in surpyval.univariate.parametric.distributions.weibull) weighting (surpyval.univariate.nonparametric.logrank.LogRankResult attribute)

WienerProcess (class in surpyval.degradation.process_models) WienerProcessModel (class in surpyval.degradation.process_models) with_params() (surpyval.univariate.parametric.parametric.Parametric method)

X

xcn_to_fs() (in module surpyval.utils) xcnt_handler() (in module surpyval.utils) xcnt_sort() (in module surpyval.utils)

xcnt_to_xrd() (in module surpyval.utils) xrd_handler() (in module surpyval.utils) xrd_to_xcnt() (in module surpyval.utils)

Z

Z (surpyval.degradation.degradation_analysis.DegradationModel attribute)

Z_cols (surpyval.degradation.process_models.GammaProcessModel attribute) (surpyval.degradation.process_models.WienerProcessModel attribute)