Super Learner for Survival Prediction from Censored Data

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Documentation for package ‘survivalSL’ version 0.91

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aft.gamma Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Gamma Distribution
aft.ggamma Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Generalized Gamma Distribution
aft.llogis Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Log Logistic Distribution
aft.weibull Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Weibull Distribution
auc Area Under ROC Curve from Sensitivities and Specificities.
cox.aic Library of the Super Learner for a Cox Model with Selected Covariates
cox.all Library of the Super Learner for Cox Regression
cox.en Library of the Super Learner for Elastic Net Cox Regression
cox.lasso Library of the Super Learner for Lasso Cox Regression
cox.ridge Library of the Super Learner for Ridge Cox Regression
dataDIVAT2 A Sample from the DIVAT Data Bank.
dataDIVAT3 A Sample from the DIVAT Data Bank.
dataOFSEP A Simulated Sample from the OFSEP Cohort.
differentiation Numerical Differentiation with Finite Differences.
lines.rocrisca Add Lines to a ROC Plot
metric Metrics to Evaluate the Prognostic Capacities
nn.time Library of the Super Learner for Survival Neural Network
ph.exponential Library of the Super Learner for a Proportional Hazards (PH) Model with an Exponential Distribution
ph.gompertz Library of the Super Learner for an Proportional Hazards (PH) Model with a Gompertz Distribution
plot.cox Calibration Plot for a Cox-like Model
plot.flexsurv Calibration Plot for a Parametric Model
plot.nn.time Calibration Plot for a Survival Neural Network
plot.rf.time Calibration Plot for a Survival Random Forest
plot.rocrisca Plot Method for 'rocrisca' Objects
plot.sl.time Calibration Plot for Super Learner
predict.cox Prediction from a Penalized Cox Regression
predict.flexsurv Prediction from an Flexible Parametric Model
predict.nn.time Prediction from a Survival Neural Network
predict.rf.time Prediction from a Survival Random Survival Forest
predict.sl.time Prediction from a Super Learner for Censored Outcomes
print.cox S3 Method for Printing an 'cox' Object
print.flexsurv S3 Method for Printing an 'flexsurv' Object
print.nn.time S3 Method for Printing an 'nn.time' Object
print.rf.time S3 Method for Printing an 'rf.time' Object
print.sl.time S3 Method for Printing an 'sl.time' Object
rf.time Library of the Super Learner for Survival Random Survival Forest
roc.time Time-Dependent ROC Curves With Right Censored Data.
sl.time Super Learner for Censored Outcomes
summary.cox Summaries of a Cox-like Model
summary.flexsurv Summaries of a Parametric Survival Model
summary.nn.time Summaries of a Survival Neural Network
summary.rf.time Summaries of Survival Random Forest
summary.sl.time Summaries of a Super Learner
tune.cox.aic Tune a Cox Model with a Forward Selection Based on the AIC
tune.cox.en Tune Elastic Net Cox Regression
tune.cox.lasso Tune Lasso Cox Regression
tune.cox.ridge Tune Ridge Cox Regression
tune.nn.time Tune a 1-Layer Survival Neural Network
tune.rf.time Tune a Survival Random Forest