{"id":20841028,"url":"https://github.com/benchopt/benchmark_crowdsourcing","last_synced_at":"2025-04-10T12:55:46.793Z","repository":{"id":103221856,"uuid":"545493334","full_name":"benchopt/benchmark_crowdsourcing","owner":"benchopt","description":null,"archived":false,"fork":false,"pushed_at":"2024-02-22T08:11:24.000Z","size":32,"stargazers_count":2,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-24T11:44:43.299Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/benchopt.png","metadata":{"files":{"readme":"README.rst","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}},"created_at":"2022-10-04T13:20:32.000Z","updated_at":"2024-02-29T09:11:29.000Z","dependencies_parsed_at":"2024-02-22T09:27:00.554Z","dependency_job_id":"abc2d282-e6e6-4c40-9447-7159bd6f1278","html_url":"https://github.com/benchopt/benchmark_crowdsourcing","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":"benchopt/template_benchmark","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_crowdsourcing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_crowdsourcing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_crowdsourcing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_crowdsourcing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/benchopt","download_url":"https://codeload.github.com/benchopt/benchmark_crowdsourcing/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248222043,"owners_count":21067689,"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":"2024-11-18T01:18:34.427Z","updated_at":"2025-04-10T12:55:46.775Z","avatar_url":"https://github.com/benchopt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\nBenchmark Crowdsourcing\n=====================\n|Build Status| |Python 3.6+|\n\nThe label aggregation for crowdsourced classification datasets consists in presenting a set of $n_{task}$ training tasks to classify to a crowd.\nThe label given for task $i$ by worker $j$ is denoted $y_i^{(j)}$.\nGiven an aggregation strategy $\\\\texttt{agg}$ (like majority voting or Dawid and Skene's model), we look at the recovery of the underlying ground truth labels $y_i^*$:\n\n$$ \\\\mathrm{AccTrain} = \\\\frac{1}{n_{task}} \\\\sum_{i=1}^{n_{task}} 1\\\\!\\\\!1(\\\\hat{y}_i^{\\\\texttt{agg}}=y_i^*).$$\n\nOther objectives as the F1 score can also be considered.\n\nInstall\n--------\n\nThis benchmark can be run using the following commands:\n\n.. code-block::\n\n   $ pip install -U benchopt\n   $ git clone https://github.com/benchopt/benchmark_crowdsourcing\n   $ benchopt run benchmark_crowdsourcing\n\nApart from the problem, options can be passed to ``benchopt run``, to restrict the benchmarks to some solvers or datasets, e.g.:\n\n.. code-block::\n\n\t$ benchopt run benchmark_crowdsourcing -s solver1 -d dataset2 --max-runs 10 --n-repetitions 10\n\n\nUse ``benchopt run -h`` for more details about these options, or visit https://benchopt.github.io/api.html.\n\n.. |Build Status| image:: https://github.com/benchopt/benchmark_crowdsourcing/actions/workflows/main.yml/badge.svg\n   :target: https://github.com/benchopt/benchmark_crowdsourcing/actions\n.. |Python 3.6+| image:: https://img.shields.io/badge/python-3.6%2B-blue\n   :target: https://www.python.org/downloads/release/python-360/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_crowdsourcing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbenchopt%2Fbenchmark_crowdsourcing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_crowdsourcing/lists"}