{"id":25301584,"url":"https://github.com/laschuet/clusteringprototypescriticisms.jl","last_synced_at":"2025-04-07T01:13:44.904Z","repository":{"id":43733127,"uuid":"459932686","full_name":"laschuet/ClusteringPrototypesCriticisms.jl","owner":"laschuet","description":"A Julia package for computing clustering prototypes and criticisms","archived":false,"fork":false,"pushed_at":"2022-07-19T06:49:04.000Z","size":778,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-13T06:42:51.683Z","etag":null,"topics":["julia"],"latest_commit_sha":null,"homepage":"","language":"Julia","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/laschuet.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-02-16T09:21:36.000Z","updated_at":"2022-06-03T06:23:14.000Z","dependencies_parsed_at":"2022-09-10T11:42:01.938Z","dependency_job_id":null,"html_url":"https://github.com/laschuet/ClusteringPrototypesCriticisms.jl","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/laschuet%2FClusteringPrototypesCriticisms.jl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/laschuet%2FClusteringPrototypesCriticisms.jl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/laschuet%2FClusteringPrototypesCriticisms.jl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/laschuet%2FClusteringPrototypesCriticisms.jl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/laschuet","download_url":"https://codeload.github.com/laschuet/ClusteringPrototypesCriticisms.jl/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247574094,"owners_count":20960496,"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":["julia"],"created_at":"2025-02-13T06:41:09.404Z","updated_at":"2025-04-07T01:13:44.886Z","avatar_url":"https://github.com/laschuet.png","language":"Julia","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ClusteringPrototypesCriticisms.jl\n\n[action-img]: https://github.com/laschuet/ClusteringPrototypesCriticisms.jl/actions/workflows/CI.yml/badge.svg?branch=main\n[action-url]: https://github.com/laschuet/ClusteringPrototypesCriticisms.jl/actions/workflows/CI.yml?query=branch%3Amain\n[action-ci-url]: https://github.com/laschuet/ClusteringPrototypesCriticisms.jl/actions/workflows/CI.yml\n[clustering.jl-url]: https://github.com/JuliaStats/Clustering.jl\n[codecov-img]: https://codecov.io/gh/laschuet/ClusteringPrototypesCriticisms.jl/branch/main/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/laschuet/ClusteringPrototypesCriticisms.jl\n[julia-install-url]: https://julialang.org/downloads\n[julia-repl-url]: https://docs.julialang.org/en/v1/stdlib/REPL\n[mmdcritic-url]: https://dl.acm.org/doi/10.5555/3157096.3157352\n\n[![][action-img]][action-url]\n[![][codecov-img]][codecov-url]\n\nA Julia package for computing clustering prototypes and criticisms.\n\nIn particular, we currently support the selection of prototypes and criticisms\nwith the following methods:\n\n|                             | Prototypes | Criticisms |\n|-----------------------------|-----------:|-----------:|\n| [MMD-critic][mmdcritic-url] | ✓          | ✓          |\n| k-medoids                   | ✓          | ✓          |\n| k-means                     | ✓          | ✓          |\n| fuzzy c-means               | ✓          | ✓          |\n| affinity propagation        | ✓          | ✓          |\n\nIn order to compute prototypes and criticisms for clusterings, we provide two approaches:\n1. Directly use a clustering result computed with the\n    [Clustering.jl][clustering.jl-url] package.\n2. Provide the raw data set, the clustering assignments of the data instances,\n    and the kind of method to be used for computing the prototypes and criticisms.\n\n## Installation\n\nWe assume that you have a working [installation of Julia][julia-install-url].\nThis package is tested on macOS and Ubuntu (x64 platform, Julia 1.7 and nightly)\nby [CI][action-ci-url] processes.\n\nOpen a [Julia REPL][julia-repl-url] and install the package:\n```julia\njulia\u003e]\npkg\u003eadd https://github.com/laschuet/ClusteringPrototypesCriticisms.jl\n```\n\n## Getting started\n\nOpen a [Julia REPL][julia-repl-url] and start using the package:\n```julia\njulia\u003eusing ClusteringPrototypesCriticisms\n```\n\nThen you can easily read the API documentation:\n```julia\njulia\u003e?\nhelp?\u003eprototypes\nhelp?\u003ecriticisms\nhelp?\u003esqmmd\nhelp?\u003ewitness\n```\nAlternatively, we invite you to take a quick look at the [source code](src).\n\n## Examples\n\nWe also provide some usage [examples](examples).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flaschuet%2Fclusteringprototypescriticisms.jl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flaschuet%2Fclusteringprototypescriticisms.jl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flaschuet%2Fclusteringprototypescriticisms.jl/lists"}