{"id":27717273,"url":"https://github.com/alex-markham/medil","last_synced_at":"2025-04-27T03:33:38.961Z","repository":{"id":61705460,"uuid":"553539686","full_name":"Alex-Markham/medil","owner":"Alex-Markham","description":"mirror of the MeDIL Python package for causal modeling","archived":false,"fork":false,"pushed_at":"2024-09-24T12:57:24.000Z","size":40926,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-27T03:33:33.578Z","etag":null,"topics":["causal-discovery","causal-representation-learning","deep-generative-model","factor-analysis"],"latest_commit_sha":null,"homepage":"https://medil.causal.dev","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"agpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Alex-Markham.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE.md","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":"2022-10-18T11:23:07.000Z","updated_at":"2024-09-24T12:57:28.000Z","dependencies_parsed_at":"2024-02-22T06:27:18.960Z","dependency_job_id":"6f3c84c4-0b11-481f-b940-5afe75fd4321","html_url":"https://github.com/Alex-Markham/medil","commit_stats":null,"previous_names":[],"tags_count":8,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Alex-Markham%2Fmedil","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Alex-Markham%2Fmedil/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Alex-Markham%2Fmedil/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Alex-Markham%2Fmedil/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Alex-Markham","download_url":"https://codeload.github.com/Alex-Markham/medil/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251085143,"owners_count":21533821,"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":["causal-discovery","causal-representation-learning","deep-generative-model","factor-analysis"],"created_at":"2025-04-27T03:33:37.880Z","updated_at":"2025-04-27T03:33:38.956Z","avatar_url":"https://github.com/Alex-Markham.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## MeDIL\nMeDIL is a Python package for causal factor analysis, using the measurement dependence inducing latent (MeDIL) causal model framework[\u003csup\u003e1\u003c/sup\u003e](#medil_paper).\nIn addition to simple linear Gaussian models, MeDIL also supports deep generative models[\u003csup\u003e2\u003c/sup\u003e](#ncfa_paper).\n\nMore information can be found in the [documentation](https://medil.causal.dev).\n\n### Support, Bugs, and Contributing\nIf you have any questions, suggestions, feedback, or bugs to report, please [open an issue on Gitlab](https://gitlab.com/alex-markham/medil/issues/new) or [on Github](https://github.com/Alex-Markham/medil/issues/new) or [contact me](https://causal.dev/#contact).\n\nThanks to contributors An Hui Chang, [Aditya Chivukula](https://github.com/adityachivu/), and [Mingyu Liu](https://github.com/JerryLiuMY)!\n\n### License\nSee [LICENSE](https://gitlab.com/alex-markham/medil/blob/master/LICENSE.md), which is the GNU Affero General Public License version 3 or later (AGPLv3+).\n\n### Changelog\nSee [CHANGELOG](https://gitlab.com/alex-markham/medil/blob/master/CHANGELOG.md) for a history of the already implemented features, works in progress, and future feature ideas.\n\n### References\n\u003ca name=\"medil_paper\"\u003e 1.\u003c/a\u003e Alex Markham \u0026 Moritz Grosse-Wentrup (2020). Measurement Dependence Inducing Latent Causal Models. In *Conference on Uncertainty in Artificial Intelligence (UAI)* PMLR 124:590\u0026ndash;599. URL: [http://proceedings.mlr.press/v124/markham20a/markham20a.pdf](http://proceedings.mlr.press/v124/markham20a/markham20a.pdf).\n\n\u003ca name=\"ncfa_paper\"\u003e 2.\u003c/a\u003e Alex Markham, Mingyu Liu, Bryon Aragam, Liam Solus (2023). Neuro-Causal Factor Analysis. *prepint*. [arXiv:2305.19802](https://arxiv.org/abs/2305.19802) [stat.ML].\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falex-markham%2Fmedil","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falex-markham%2Fmedil","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falex-markham%2Fmedil/lists"}