{"id":18648353,"url":"https://github.com/collumbus/pks_ml","last_synced_at":"2025-11-05T08:30:20.243Z","repository":{"id":130255376,"uuid":"145987520","full_name":"Collumbus/PKS_ML","owner":"Collumbus","description":"Machine learning techniques to classify Parkinson's disease in the first four levels of the H-Y scale.","archived":false,"fork":false,"pushed_at":"2018-10-04T18:51:33.000Z","size":19900,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-12-27T12:27:55.718Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/Collumbus.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":"2018-08-24T12:15:38.000Z","updated_at":"2021-06-01T03:02:44.000Z","dependencies_parsed_at":"2024-03-08T10:03:44.307Z","dependency_job_id":null,"html_url":"https://github.com/Collumbus/PKS_ML","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/Collumbus%2FPKS_ML","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collumbus%2FPKS_ML/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collumbus%2FPKS_ML/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collumbus%2FPKS_ML/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Collumbus","download_url":"https://codeload.github.com/Collumbus/PKS_ML/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239450318,"owners_count":19640697,"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":"2024-11-07T06:30:30.159Z","updated_at":"2025-11-05T08:30:20.106Z","avatar_url":"https://github.com/Collumbus.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine learning techniques to classify Parkinson's disease in the first four levels of the H-Y scale.\r\n\r\n### Random Forest - Confusion Matrix:\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/cm_RF.png\" /\u003e\u003c/p\u003e\r\n\r\n\r\n### Random Forest - ROC Curve:\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/ROC_RF.png\" /\u003e\u003c/p\u003e\r\n\r\n## Performance Metrics:\u003c/br\u003e\r\n\u003cp align=\"center\"\u003e\r\nSensitivity 60.19% \u003c/br\u003e\r\nSpecificity 86.86% \u003c/br\u003e\r\nPrecision 60.24% \u003c/br\u003e\r\nAccuray 80.12% \u003c/br\u003e\r\n\u003c/p\u003e\r\n\r\n# Classification of a level 3 sample:\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/signal_zero.png\" /\u003e\u003c/p\u003e\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/signal_std.png\" /\u003e\u003c/p\u003e\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/signal_rms.png\" /\u003e\u003c/p\u003e\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/signal_filt.png\" /\u003e\u003c/p\u003e\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/signal_fft.png\" /\u003e\u003c/p\u003e\r\n\r\n## Probability of levels:\r\n\u003cp align=\"center\"\u003e\u003cimg src=\"README_figs/PL.png\" /\u003e\u003c/p\u003e\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcollumbus%2Fpks_ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcollumbus%2Fpks_ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcollumbus%2Fpks_ml/lists"}