{"id":17259492,"url":"https://github.com/muneeb706/patient-no-show","last_synced_at":"2025-03-26T09:23:51.519Z","repository":{"id":154490549,"uuid":"360081195","full_name":"muneeb706/patient-no-show","owner":"muneeb706","description":"Patient No Show Predictive Modeling Using RIPPER and Hoeffding Trees Algorithms","archived":false,"fork":false,"pushed_at":"2021-05-17T04:06:47.000Z","size":13032,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-31T10:42:15.095Z","etag":null,"topics":["binary-classification","hoeffding-trees","interpretable-machine-learning","predictive-modeling","ripper","shap"],"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/muneeb706.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":"2021-04-21T07:59:52.000Z","updated_at":"2023-05-23T21:08:20.000Z","dependencies_parsed_at":null,"dependency_job_id":"621ab1f3-d255-4575-8494-44036e990c9d","html_url":"https://github.com/muneeb706/patient-no-show","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/muneeb706%2Fpatient-no-show","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/muneeb706%2Fpatient-no-show/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/muneeb706%2Fpatient-no-show/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/muneeb706%2Fpatient-no-show/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/muneeb706","download_url":"https://codeload.github.com/muneeb706/patient-no-show/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245623798,"owners_count":20645825,"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":["binary-classification","hoeffding-trees","interpretable-machine-learning","predictive-modeling","ripper","shap"],"created_at":"2024-10-15T07:45:14.394Z","updated_at":"2025-03-26T09:23:51.490Z","avatar_url":"https://github.com/muneeb706.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Patient No Show Predictive Modeling\n\nThis project contains [notebook](https://github.com/muneeb706/patient-no-show/blob/main/Patient_NoShow_Predictive_Modeling.ipynb) and [final report](https://github.com/muneeb706/patient-no-show/blob/main/Muneeb_Final_Report.pdf) that explains all the steps followed for evaluating performance of \u003cstrong\u003eRIPPER\u003c/strong\u003e and \u003cstrong\u003eHoeffding Tree Algorithm\u003c/strong\u003e in solving patient no-show problem. For this project, \u003cstrong\u003eSHAP (SHapley Additive exPlanations)\u003c/strong\u003e has been used for the feature selection despite the fact that this method does not have any correlation with the methods used for prediction but, I wanted to study, how this method helps us in achieving interpretability in feature selection process regardless of the type of predictive models.\n\nI have used [Kaggle dataset](https://www.kaggle.com/joniarroba/noshowappointments) for this study.\n\n## \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuneeb706%2Fpatient-no-show","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmuneeb706%2Fpatient-no-show","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuneeb706%2Fpatient-no-show/lists"}