{"id":19994050,"url":"https://github.com/kapsner/mlsurvlrnrs","last_synced_at":"2025-05-04T13:30:45.641Z","repository":{"id":108978573,"uuid":"565154253","full_name":"kapsner/mlsurvlrnrs","owner":"kapsner","description":"Survival learners for the `mlexperiments` R 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mlsurvlrnrs\n\n\u003c!-- badges: start --\u003e\n\n[![](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html#experimental)\n[![](https://www.r-pkg.org/badges/version/mlsurvlrnrs)](https://cran.r-project.org/package=mlsurvlrnrs)\n[![CRAN\nchecks](https://badges.cranchecks.info/worst/mlsurvlrnrs.svg)](https://cran.r-project.org/web/checks/check_results_mlsurvlrnrs.html)\n[![](http://cranlogs.r-pkg.org/badges/grand-total/mlsurvlrnrs?color=blue)](https://cran.r-project.org/package=mlsurvlrnrs)\n[![](http://cranlogs.r-pkg.org/badges/last-month/mlsurvlrnrs?color=blue)](https://cran.r-project.org/package=mlsurvlrnrs)\n[![Dependencies](https://tinyverse.netlify.app/badge/mlsurvlrnrs)](https://cran.r-project.org/package=mlsurvlrnrs)\n[![R build\nstatus](https://github.com/kapsner/mlsurvlrnrs/workflows/R%20CMD%20Check%20via%20%7Btic%7D/badge.svg)](https://github.com/kapsner/mlsurvlrnrs/actions)\n[![R build\nstatus](https://github.com/kapsner/mlsurvlrnrs/workflows/lint/badge.svg)](https://github.com/kapsner/mlsurvlrnrs/actions)\n[![R build\nstatus](https://github.com/kapsner/mlsurvlrnrs/workflows/test-coverage/badge.svg)](https://github.com/kapsner/mlsurvlrnrs/actions)\n[![](https://codecov.io/gh/https://github.com/kapsner/mlsurvlrnrs/branch/main/graph/badge.svg)](https://app.codecov.io/gh/https://github.com/kapsner/mlsurvlrnrs)\n\u003c!-- badges: end --\u003e\n\nThe goal of `mlsurvlrnrs` is to enhance the\n[`mlexperiments`](https://github.com/kapsner/mlexperiments) R package\nwith survival learners.\n\nCurrently implemented learners are:\n\n| Name | Based on | Description / Tasks |\n|----|----|----|\n| LearnerSurvCoxPHCox | `survival::coxph` | Cox Proportional Hazards Regression |\n| LearnerSurvGlmnetCox | `glmnet::glmnet` | Regularized Cox Regression |\n| LearnerSurvRangerCox | `ranger::ranger` | Random Survival Forest with right-censored data |\n| LearnerSurvRpartCox | `rpart::rpart` | Random Survival Forest with right-censored data |\n| LearnerSurvXgboostCox | `xgboost::xgb.train` | Cox Regression with right-censored data |\n| LearnerSurvXgboostAft | `xgboost::xgb.train` | [Accelerated failure time models](https://xgboost.readthedocs.io/en/stable/tutorials/aft_survival_analysis.html) with right-censored data |\n\nFor a short introduction on how to use the learners together with the\n`mlexperiments` R package, please visit the [wiki\npage](https://github.com/kapsner/mlsurvlrnrs/wiki).\n\n## Installation\n\nTo install the development version, run\n\n``` r\ninstall.packages(\"remotes\")\nremotes::install_github(\"kapsner/mlsurvlrnrs\")\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkapsner%2Fmlsurvlrnrs","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkapsner%2Fmlsurvlrnrs","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkapsner%2Fmlsurvlrnrs/lists"}