mlr3proba: an R package for machine learning in survival analysis.

ABSTRACT

SUMMARY: As machine learning has become increasingly popular over the last few decades, so too has the number of machine-learning interfaces for implementing these models. Whilst many R libraries exist for machine learning, very few offer extended support for survival analysis. This is problematic considering its importance in fields like medicine, bioinformatics, economics, engineering and more. mlr3proba provides a comprehensive machine-learning interface for survival analysis and connects with mlr3's general model tuning and benchmarking facilities to provide a systematic infrastructure for survival modelling and evaluation. AVAILABILITY AND IMPLEMENTATION mlr3proba is available under an LGPL-3 licence on CRAN and at https//github.com/mlr-org/mlr3proba, with further documentation at https//mlr3book.mlr-org.com/survival.html.