R: Super Learner for Survival Prediction from Censored Data

# Super Learner for Survival Prediction from Censored Data

## Documentation for package ‘survivalSL’ version 1.1

- DESCRIPTION file.

## Help Pages

dataDIVAT2 | A Sample from the DIVAT Data Bank.
dataDIVAT3 | A Sample from the DIVAT Data Bank.
dataOFSEP | A Simulated Sample from the OFSEP Cohort.
LIB_AFTgamma | Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Gamma Distribution
LIB_AFTggamma | Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Generalized Gamma Distribution
LIB_AFTllogis | Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Log Logistic Distribution
LIB_AFTweibull | Library of the Super Learner for an Accelerated Failure Time (AFT) Model with a Weibull Distribution
LIB_COXaic | Library of the Super Learner for a Cox Model with Selected Covariates
LIB_COXall | Library of the Super Learner for Cox Regression
LIB_COXen | Library of the Super Learner for Elastic Net Cox Regression
LIB_COXlasso | Library of the Super Learner for Lasso Cox Regression
LIB_COXridge | Library of the Super Learner for Ridge Cox Regression
LIB_PHexponential | Library of the Super Learner for a Proportional Hazards (PH) Model with an Exponential Distribution
LIB_PHgompertz | Library of the Super Learner for an Proportional Hazards (PH) Model with a Gompertz Distribution
LIB_PHspline | Library of the Super Learner for an Survival Regression using the Royston/Parmar Spline Model
LIB_PLANN | Library of the Super Learner for Survival Neural Network Based on the PLANN Method
LIB_RSF | Library of the Super Learner for Survival Random Survival Forest
metrics | Metrics to Evaluate the Prognostic Capacities
plot.libsl | Calibration Plot
plot.sltime | Calibration Plot for Super Learner
predict.libsl | Prediction from an Flexible Parametric Model
predict.sltime | Prediction from a Super Learner for Censored Outcomes
print.libsl | S3 Method for Printing an 'libsl' Object
print.sltime | S3 Method for Printing an 'sltime' Object
print.summary.libsl | S3 method for Summarizing a Learner
print.summary.sltime | S3 method for Summarizing a Super Learner
summary.libsl | S3 method for Summarizing a Learner
summary.sltime | S3 method for Summarizing a Super Learner
survivalSL | Super Learner for Censored Outcomes
tuneCOXen | Tune Elastic Net Cox Regression
tuneCOXlasso | Tune Lasso Cox Regression
tuneCOXridge | Tune Ridge Cox Regression
tunePHspline | Tune a Survival Regression using the Royston/Parmar Spline Model
tunePLANN | Tune a Survival Neural Network Based on the PLANN Method
tuneRSF | Tune a Survival Random Forest