# mlr3survival ![](reference/figures/warning.png) This package is **under development** Package website: [release](https://mlr3survival.mlr-org.com/) Survival analysis with ‘mlr3’. ## Resources (for users and developers) ## Installation Install the development version from GitHub: ``` r # install.packages("pak") pak::pak("mlr-org/mlr3survival") ``` ## Example ## Code of Conduct Please note that the mlr3survival project is released with a [Contributor Code of Conduct](https://mlr3survival.mlr-org.com/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. # Package index ## Package - [`mlr3survival`](https://mlr3survival.mlr-org.com/reference/mlr3survival-package.md) [`mlr3survival-package`](https://mlr3survival.mlr-org.com/reference/mlr3survival-package.md) : mlr3survival: Survival Analysis with 'mlr3' ## Building Blocks - [`TaskSurv`](https://mlr3survival.mlr-org.com/reference/TaskSurv.md) : Survival Task - [`LearnerSurv`](https://mlr3survival.mlr-org.com/reference/LearnerSurv.md) : Survival Learner - [`PredictionSurv`](https://mlr3survival.mlr-org.com/reference/PredictionSurv.md) : Prediction Object for Survival - [`MeasureSurv`](https://mlr3survival.mlr-org.com/reference/MeasureSurv.md) : Survival Measure ## Survival Tasks - [`mlr_tasks_gbsg`](https://mlr3survival.mlr-org.com/reference/mlr_tasks_gbsg.md) : German Breast Cancer Study Survival Task - [`mlr_tasks_mgus`](https://mlr3survival.mlr-org.com/reference/mlr_tasks_mgus.md) : Monoclonal Gammopathy Survival Task - [`mlr_tasks_veteran`](https://mlr3survival.mlr-org.com/reference/mlr_tasks_veteran.md) : Veteran Survival Task - [`mlr_tasks_lung`](https://mlr3survival.mlr-org.com/reference/mlr_tasks_lung.md) : Lung Cancer Survival Task - [`mlr_tasks_rats`](https://mlr3survival.mlr-org.com/reference/mlr_tasks_rats.md) : Rats Survival Task ## Survival Learners - [`mlr_learners_surv.coxph`](https://mlr3survival.mlr-org.com/reference/mlr_learners_surv.coxph.md) [`LearnerSurvCoxPH`](https://mlr3survival.mlr-org.com/reference/mlr_learners_surv.coxph.md) : Cox Proportional Hazards - [`mlr_learners_surv.kaplan`](https://mlr3survival.mlr-org.com/reference/mlr_learners_surv.kaplan.md) [`LearnerSurvKaplan`](https://mlr3survival.mlr-org.com/reference/mlr_learners_surv.kaplan.md) : Kaplan-Meier Estimator ## Survival Measures - [`mlr_measures_surv.cindex`](https://mlr3survival.mlr-org.com/reference/mlr_measures_surv.cindex.md) [`MeasureSurvCindex`](https://mlr3survival.mlr-org.com/reference/mlr_measures_surv.cindex.md) : Concordance Index ## Converters - [`as_prediction_surv()`](https://mlr3survival.mlr-org.com/reference/as_prediction_surv.md) : Convert to a Survival Prediction - [`as_task_surv()`](https://mlr3survival.mlr-org.com/reference/as_task_surv.md) : Convert to a Survival Task ## Internal Objects and Functions - [`surv_return()`](https://mlr3survival.mlr-org.com/reference/surv_return.md) : Get Survival Predict Types - [`get_mortality()`](https://mlr3survival.mlr-org.com/reference/get_mortality.md) : Calculate the expected mortality risks from a survival matrix