Super Learner for Survival Prediction from Censored Data

[Up] [Top]

Documentation for package ‘survivalSL’ version 0.98

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
summary.libsl Summaries of a Learner
summary.sltime Summaries of 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