{"id":17191006,"url":"https://github.com/dfm/pcp","last_synced_at":"2025-04-13T19:31:48.865Z","repository":{"id":30338878,"uuid":"33891255","full_name":"dfm/pcp","owner":"dfm","description":"A Python implementation of the Principal Component Pursuit algorithm from arXiv:0912.3599","archived":false,"fork":false,"pushed_at":"2020-06-12T18:24:35.000Z","size":101,"stargazers_count":64,"open_issues_count":1,"forks_count":18,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-03-27T10:21:35.206Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dfm.png","metadata":{"files":{"readme":"README.rst","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2015-04-13T20:10:22.000Z","updated_at":"2024-11-10T07:03:06.000Z","dependencies_parsed_at":"2022-08-29T16:11:49.071Z","dependency_job_id":null,"html_url":"https://github.com/dfm/pcp","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dfm%2Fpcp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dfm%2Fpcp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dfm%2Fpcp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dfm%2Fpcp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dfm","download_url":"https://codeload.github.com/dfm/pcp/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248767955,"owners_count":21158563,"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":[],"created_at":"2024-10-15T01:24:38.232Z","updated_at":"2025-04-13T19:31:48.386Z","avatar_url":"https://github.com/dfm.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Principal Component Pursuit in Python\n=====================================\n\nThis is a Python implementation of the `Principal Component\nPursuit \u003chttp://arxiv.org/abs/0912.3599\u003e`_ algorithm for robust PCA.\n\nThis implementation uses the `fbpca \u003chttp://fbpca.readthedocs.org/\u003e`_\nimplementation of approximate partial SVD for speed so you'll need to install\nthat first.\n\nUsage\n-----\n\nTODO\n\n\nDemo\n----\n\nApplied to `the 'Escalator' dataset\n\u003chttp://perception.i2r.a-star.edu.sg/bk_model/bk_index.html\u003e`_ (using the code\nin the ``demo.py`` script, this algorithm produces a video with frames that\nlook like:\n\n.. image:: https://raw.githubusercontent.com/dfm/pcp/master/demo.png\n\n\nAuthor \u0026 License\n----------------\n\nCopyright 2015 Daniel Foreman-Mackey\n\nThis is open source software written by Dan Foreman-Mackey and released under\nthe terms of the MIT license (see LICENSE).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdfm%2Fpcp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdfm%2Fpcp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdfm%2Fpcp/lists"}