{"id":32200299,"url":"https://github.com/feiyoung/ilse","last_synced_at":"2025-10-22T03:44:57.819Z","repository":{"id":56934154,"uuid":"131122580","full_name":"feiyoung/ILSE","owner":"feiyoung","description":"Iterative Least Square Estimation or Full Information Maximum Likelihood Estimation for Linear Regression When Data Include Missing Values.","archived":false,"fork":false,"pushed_at":"2023-12-04T03:16:56.000Z","size":1146,"stargazers_count":2,"open_issues_count":0,"forks_count":3,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-10-22T03:44:48.099Z","etag":null,"topics":["fiml","ilse","linear-regression","missing-data"],"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/feiyoung.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2018-04-26T08:13:29.000Z","updated_at":"2024-04-18T08:38:34.000Z","dependencies_parsed_at":"2025-09-08T12:45:41.696Z","dependency_job_id":"3632c7c3-c48a-4695-88a4-f69b14fb0ce2","html_url":"https://github.com/feiyoung/ILSE","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/feiyoung/ILSE","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/feiyoung%2FILSE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/feiyoung%2FILSE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/feiyoung%2FILSE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/feiyoung%2FILSE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/feiyoung","download_url":"https://codeload.github.com/feiyoung/ILSE/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/feiyoung%2FILSE/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":280376533,"owners_count":26320276,"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":"2025-10-22T02:00:06.515Z","response_time":63,"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":["fiml","ilse","linear-regression","missing-data"],"created_at":"2025-10-22T03:44:52.908Z","updated_at":"2025-10-22T03:44:57.815Z","avatar_url":"https://github.com/feiyoung.png","language":"R","readme":"# ILSE\r\n\r\n=========================================================================\r\n\r\n\u003c!-- badges: start --\u003e\r\n\r\n[![](https://www.r-pkg.org/badges/version-ago/ILSE)](https://cran.r-project.org/package=ILSE)\r\n[![](https://cranlogs.r-pkg.org/badges/ILSE?color=orange)](https://cran.r-project.org/package=ILSE)\r\n[![](https://cranlogs.r-pkg.org/badges/grand-total/ILSE?color=orange)](https://cran.r-project.org/package=ILSE)\r\n\u003c!-- badges: end --\u003e\r\n\r\nLinear Regression by Iterative Least Square Estimation When Covariates Include Missing Values. In *ILSE* package, we also provide Full Information Maximum Likelihood for Linear Regression *fimlreg* that can handle missing Covariates or missing Response variables. \r\n\r\nPlease see our new paper for model details:\r\n\r\n[Huazhen Lin, Wei Liu, \u0026 Wei Lan (2021). Regression Analysis with individual-specific patterns of missing covariates. Journal of Business \u0026 Economic Statistics, 39(1), 179-188.](https://www.tandfonline.com/doi/abs/10.1080/07350015.2019.1635486?needAccess=true\u0026journalCode=ubes20)\r\n\r\n# Installation\r\n\r\nTo install the the packages 'ILSE' from 'Github', firstly, install the 'remotes' package.\r\n```{Rmd}\r\ninstall.packages(\"remotes\")\r\nremotes::install_github(\"feiyoung/ILSE\")\r\n```\r\nOr install the the packages \"ILSE\" from 'CRAN'\r\n```{Rmd}\r\ninstall.packages(\"ILSE\")\r\n```\r\n\r\n## Usage\r\nFor usage examples and guided walkthroughs, check the `vignettes` directory of the repo. \r\n\r\n* [ILSE for simulated data](https://feiyoung.github.io/ILSE/articles/ILSE.Simu.html)\r\n* [ILSE for a toy real data](https://feiyoung.github.io/ILSE/articles/ILSE.Realdata.html)\r\n\r\n\r\n# Website of ILSE package\r\n\r\nWe set up a package website to illustrate the usage of this package. For examples of typical ILSE usage, please see our [Package Website](https://feiyoung.github.io/ILSE/index.html) for a demonstration and overview of the functions included in ILSE.\r\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffeiyoung%2Filse","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffeiyoung%2Filse","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffeiyoung%2Filse/lists"}