{"id":13857581,"url":"https://github.com/ModelOriented/randomForestExplainer","last_synced_at":"2025-07-13T21:33:16.477Z","repository":{"id":46770506,"uuid":"97007621","full_name":"ModelOriented/randomForestExplainer","owner":"ModelOriented","description":"A set of tools to understand what is happening inside a Random Forest","archived":false,"fork":false,"pushed_at":"2024-03-25T18:04:01.000Z","size":50934,"stargazers_count":230,"open_issues_count":5,"forks_count":37,"subscribers_count":13,"default_branch":"master","last_synced_at":"2024-10-26T23:13:59.921Z","etag":null,"topics":["cran","random-forest"],"latest_commit_sha":null,"homepage":"https://ModelOriented.github.io/randomForestExplainer/","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ModelOriented.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2017-07-12T12:56:58.000Z","updated_at":"2024-10-20T17:03:03.000Z","dependencies_parsed_at":"2024-03-23T00:36:42.498Z","dependency_job_id":"c725c0b7-2d37-4641-a709-e595ced13195","html_url":"https://github.com/ModelOriented/randomForestExplainer","commit_stats":{"total_commits":64,"total_committers":6,"mean_commits":"10.666666666666666","dds":0.484375,"last_synced_commit":"630c4fe9f7ddcc0a9a586dc4c4fc1822e9d30776"},"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ModelOriented%2FrandomForestExplainer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ModelOriented%2FrandomForestExplainer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ModelOriented%2FrandomForestExplainer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ModelOriented%2FrandomForestExplainer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ModelOriented","download_url":"https://codeload.github.com/ModelOriented/randomForestExplainer/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225920402,"owners_count":17545481,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cran","random-forest"],"created_at":"2024-08-05T03:01:41.140Z","updated_at":"2024-11-22T15:30:57.804Z","avatar_url":"https://github.com/ModelOriented.png","language":"R","funding_links":[],"categories":["R"],"sub_categories":[],"readme":"# randomForestExplainer \u003cimg src=\"man/figures/logo.png\" align=\"right\" width=\"150\"/\u003e\n\n\n\n\u003c!-- badges: start --\u003e\n[![CRAN status](https://www.r-pkg.org/badges/version/randomForestExplainer)](https://cran.r-project.org/package=randomForestExplainer)\n[![R-CMD-check](https://github.com/ModelOriented/randomForestExplainer/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/ModelOriented/randomForestExplainer/actions/workflows/R-CMD-check.yaml)\n[![codecov](https://codecov.io/gh/ModelOriented/randomForestExplainer/branch/master/graph/badge.svg)](https://app.codecov.io/gh/ModelOriented/randomForestExplainer?branch=master)\n[![DOI](https://zenodo.org/badge/97007621.svg)](https://zenodo.org/badge/latestdoi/97007621)\n\u003c!-- badges: end --\u003e\n\nA set of tools to understand what is happening inside a Random Forest. A detailed discussion of the package and importance measures it implements can be found here: [Master thesis on randomForestExplainer](https://github.com/geneticsMiNIng/BlackBoxOpener/blob/master/randomForestExplainer_Master_thesis.pdf).\n\n## Installation\n\n```r\n# the easiest way to get randomForestExplainer is to install it from CRAN:\ninstall.packages(\"randomForestExplainer\")\n\n# Or the the development version from GitHub:\n# install.packages(\"devtools\")\ndevtools::install_github(\"ModelOriented/randomForestExplainer\")\n```\n\n## Vignette\n\n* [Understanding random forests with randomForestExplainer](https://modeloriented.github.io/randomForestExplainer/articles/randomForestExplainer.html)\n\n## Cheatsheets\n\n* [A one-page summary](https://github.com/ModelOriented/randomForestExplainer/blob/master/materials/cheatsheet.pdf)\n\n## Examples\n\n* [Initial vignette for glioblastoma data](https://htmlpreview.github.io/?https://github.com/geneticsMiNIng/BlackBoxOpener/blob/master/randomForestExplainer/inst/doc/randomForestExplainer.html)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FModelOriented%2FrandomForestExplainer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FModelOriented%2FrandomForestExplainer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FModelOriented%2FrandomForestExplainer/lists"}