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mlsurvlrnrs

CRAN checks Dependencies R build status R build status R build status

The goal of mlsurvlrnrs is to enhance the mlexperiments R package with survival learners.

Currently implemented learners are:

Name Based on Description / Tasks
LearnerSurvCoxPHCox survival::coxph Cox Proportional Hazards Regression
LearnerSurvGlmnetCox glmnet::glmnet Regularized Cox Regression
LearnerSurvRangerCox ranger::ranger Random Survival Forest with right-censored data
LearnerSurvRpartCox rpart::rpart Random Survival Forest with right-censored data
LearnerSurvXgboostCox xgboost::xgb.train Cox Regression with right-censored data
LearnerSurvXgboostAft xgboost::xgb.train Accelerated failure time models with right-censored data

For a short introduction on how to use the learners together with the mlexperiments R package, please visit the wiki page.

Installation

To install the development version, run

install.packages("remotes")
remotes::install_github("kapsner/mlsurvlrnrs")