{"id":31725399,"url":"https://github.com/dsy109/mixtools","last_synced_at":"2025-10-26T09:08:55.091Z","repository":{"id":132379056,"uuid":"353134014","full_name":"dsy109/mixtools","owner":"dsy109","description":"Tools for Analyzing Finite Mixture Models","archived":false,"fork":false,"pushed_at":"2024-06-17T14:13:00.000Z","size":511,"stargazers_count":23,"open_issues_count":8,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-10-09T05:43:21.301Z","etag":null,"topics":["cran","mixture-models","mixture-of-experts","r","semiparametric-regression"],"latest_commit_sha":null,"homepage":"","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/dsy109.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,"publiccode":null,"codemeta":null}},"created_at":"2021-03-30T20:33:24.000Z","updated_at":"2025-08-13T09:08:27.000Z","dependencies_parsed_at":"2024-01-09T16:30:03.107Z","dependency_job_id":"852e8cdc-b6a4-49d1-b084-f01c6fb796b6","html_url":"https://github.com/dsy109/mixtools","commit_stats":{"total_commits":44,"total_committers":2,"mean_commits":22.0,"dds":0.09090909090909094,"last_synced_commit":"f48f7adee0f8545cbc7632a15fb3b10a570fa5fd"},"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/dsy109/mixtools","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dsy109%2Fmixtools","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dsy109%2Fmixtools/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dsy109%2Fmixtools/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dsy109%2Fmixtools/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dsy109","download_url":"https://codeload.github.com/dsy109/mixtools/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dsy109%2Fmixtools/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":281080662,"owners_count":26440498,"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","status":"online","status_checked_at":"2025-10-26T02:00:06.575Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","mixture-models","mixture-of-experts","r","semiparametric-regression"],"created_at":"2025-10-09T05:43:00.964Z","updated_at":"2025-10-26T09:08:55.086Z","avatar_url":"https://github.com/dsy109.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"## mixtools: Tools for Analyzing Finite Mixture Models\t\u003ca href='https://github.com/dsy109/mixtools'\u003e\u003cimg src='man/figures/mixtools.png' align=\"right\" height=\"138.5\" /\u003e\u003c/a\u003e\n\n[![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html#stable)\t\n![CRAN/METACRAN](https://img.shields.io/cran/l/mixtools)\t\n[![CRAN status](https://www.r-pkg.org/badges/version/mixtools)](https://CRAN.R-project.org/package=mixtools)\n[![Dependencies](https://tinyverse.netlify.app/badge/mixtools)](https://cran.r-project.org/package=mixtools)\n![GitHub last commit](https://img.shields.io/github/last-commit/dsy109/mixtools)\n[![Downloads](https://cranlogs.r-pkg.org/badges/mixtools?color=brightgreen)](https://www.r-pkg.org/pkg/mixtools)\n[![JSS](https://img.shields.io/badge/JSS-10.18637%2Fjss.v032.i06-brightgreen)](http://dx.doi.org/10.18637/jss.v032.i06)\n[![HAL](https://img.shields.io/badge/hal-00717545-brightgreen)](https://hal.archives-ouvertes.fr/hal-00717545/document)\n\n### Synopsis\n\nThe [mixtools package](https://cran.r-project.org/package=mixtools) provides functions for analyzing finite mixture models.  Parametric and semiparametric mixture models are handled.  Various tools are include for determining the number of components.   Visualizations include histograms with the estimated mixture model overlaid, 2D and 3D scatterplots for relevant mixture fits, and the [mixturegram](https://doi.org/10.1080/10618600.2017.1398093).    More details about the package are included in both the original [JSS](http://dx.doi.org/10.18637/jss.v032.i06) article as well as a technical report on the open archive [HAL](https://hal.archives-ouvertes.fr/hal-00717545/document).\n\nOther highlights:\n\n- Includes estimation of various parametric and semiparametric mixtures-of-regressions models.\n\n- Functions to help with determining the number of components, including bootstrapping the likelihood ratio test statistic, mixturegrams, and model selection criteria.\n\n- Functions available for estimating Reliability Mixture Models (RMMs).\n\n- Includes a Metropolis-Hastings algorithm for estimating a mixture-of-linear-regressions model.\n\n- Includes some real datasets for which mixture models have been shown to provide good fits.\n\n### Documentation\n\nThe [JSS](http://dx.doi.org/10.18637/jss.v032.i06) article and the technical report on [HAL](https://hal.archives-ouvertes.fr/hal-00717545/document) both provide documentation about the mixtools package.  Moreover, the [help file](https://CRAN.R-project.org/package=mixtools) also documents the references used for each function.\n\n### Examples\n\nAdditional examples for the mixtools package are currently being developed for a Shiny app.\n\n### Installation\n\nReleased and tested versions of mixtools are available via the\n[CRAN](https://cran.r-project.org) network, and can be installed from within R via\n\n```R\ninstall.packages(\"mixtools\")\n```\n\n### Support\n\nThe [issue tickets at the GitHub repo](https://github.com/dsy109/mixtools/issues)\nare the primary bug reporting interface.  As with the other web resources,\nprevious issues can be searched as well.\n\n### Authors\n\nDerek S. Young, Tatiana Benaglia, Didier Chauveau, David Hunter, Kedai Cheng, Ryan Elmore, Thomas Hettmansperger, Hoben Thomas, Fengjuan Xua\n\n### License\n\nGPL (\u003e= 2)\n\n### Funding Acknowledgment\n\nThis package is based upon work supported by the National Science Foundation, Grant Number [SES-0518772](https://www.nsf.gov/awardsearch/showAward?AWD_ID=0518772) and the Chan Zuckerberg Initiative, Grant Number [2020-225193](https://chanzuckerberg.com/eoss/proposals/enhancing-usability-of-mixtools-and-tolerance-for-the-biomedical-community/).\n\n### Code of Conduct\n\nAs contributors and maintainers of this project, we pledge to respect all people who \ncontribute through reporting issues, posting feature requests, updating documentation, \nsubmitting pull requests or patches, and other activities.  Both contributors and \nmaintainers must consistently demonstrate acceptable behavior, respectful communications, \nand professional conduct.  Project maintainers have the right and responsibility to remove, \nedit, or reject comments, commits, code, wiki edits, issues, and other contributions that \nare not aligned to this Code of Conduct.  Project maintainers who do not follow the \nCode of Conduct may be removed from the project team.  Instances of abusive, harassing, \nor otherwise unacceptable behavior may be reported by opening an issue or contacting one \nor more of the project maintainers.  By contributing to this project, you agree to abide \nby its terms.\n\nWe are here for a love of coding and a passion for cultivating knowledge.  Let us enjoy \nthis collaboration together!\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsy109%2Fmixtools","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdsy109%2Fmixtools","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsy109%2Fmixtools/lists"}