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mlsurvlrnrs

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

Currently implemented learners are:

NameBased onDescription / Tasks
LearnerSurvCoxPHCoxsurvival::coxphCox Proportional Hazards Regression
LearnerSurvGlmnetCoxglmnet::glmnetRegularized Cox Regression
LearnerSurvRangerCoxranger::rangerRandom Survival Forest with right-censored data
LearnerSurvRpartCoxrpart::rpartRandom Survival Forest with right-censored data
LearnerSurvXgboostCoxxgboost::xgb.trainCox Regression with right-censored data
LearnerSurvXgboostAftxgboost::xgb.trainAccelerated 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")