{"id":22206401,"url":"https://github.com/manik2000/bachelor-thesis","last_synced_at":"2026-04-29T08:09:41.529Z","repository":{"id":155219812,"uuid":"587675979","full_name":"Manik2000/bachelor-thesis","owner":"Manik2000","description":"My Bacherlor's thesis on selected ensemble clustering methods.","archived":false,"fork":false,"pushed_at":"2023-08-27T00:24:48.000Z","size":4015,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-30T04:25:33.506Z","etag":null,"topics":["bachelor-thesis","clustering","ensemble","python3"],"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/Manik2000.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}},"created_at":"2023-01-11T10:13:24.000Z","updated_at":"2023-08-27T13:57:41.000Z","dependencies_parsed_at":"2023-08-27T00:28:51.540Z","dependency_job_id":"c1e9c93d-4bba-459d-9000-9f8a08c10400","html_url":"https://github.com/Manik2000/bachelor-thesis","commit_stats":null,"previous_names":["manik2000/bachelor-thesis"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manik2000%2Fbachelor-thesis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manik2000%2Fbachelor-thesis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manik2000%2Fbachelor-thesis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manik2000%2Fbachelor-thesis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Manik2000","download_url":"https://codeload.github.com/Manik2000/bachelor-thesis/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245394774,"owners_count":20608123,"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":["bachelor-thesis","clustering","ensemble","python3"],"created_at":"2024-12-02T18:11:41.242Z","updated_at":"2026-04-29T08:09:41.489Z","avatar_url":"https://github.com/Manik2000.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Bachelor thesis\n\nThis repo contains my bachelor thesis (written in Polish) titled \"Selected clustering ensemble methods\" (\"Wybrane metody grupowania zespołowego\" accordingly).\nBesides the pdf file with thesis, I also uploaded Python scripts and Jupyter notebooks with the most important methods implementations, and analysis performing code.\n\n---\nIn the `scripts` directory there are:\n* `algorithms.py` containing implementations of ensemble clustering methods that were chosen and described in the thesis,\n* `evaluation.py` implementing important clustering evaluation metrics that are not present in `sklearn`,\n* `my_own.py` with code generating artificial dataset used for evaluation.\n\nIn the `notebooks` directory there are in contrast:\n* `Case_study.ipynb` with analysis from the second part of the thesis,\n* `analysis.ipynb` in which main results are generated,\n* `diversity.ipynb` containing analysis on the impact of diversity of the ensembles on the stability and quality of the results,\n* `hyperparameters_tuning.ipynb` with analysis on tuning methods' hyperparameters.\n\nPython package with methods from the thesis and other is available [here](https://github.com/Manik2000/ensemble-clustering).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmanik2000%2Fbachelor-thesis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmanik2000%2Fbachelor-thesis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmanik2000%2Fbachelor-thesis/lists"}