{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/confidence-intervals-for-testing-disparate","title":"Confidence Intervals for Testing Disparate Impact in Fair Learning","arxiv_id":"1807.06362","date":"2018-07-17","proceeding":null,"authors":["Philippe Besse","Eustasio del Barrio","Paula Gordaliza","Jean-Michel Loubes"],"abstract":"We provide the asymptotic distribution of the major indexes used in the\nstatistical literature to quantify disparate treatment in machine learning. We\naim at promoting the use of confidence intervals when testing the so-called\ngroup disparate impact. We illustrate on some examples the importance of using\nconfidence intervals and not a single value.","url_abs":"http://arxiv.org/abs/1807.06362v1","url_pdf":"http://arxiv.org/pdf/1807.06362v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"confidence-intervals-for-testing-disparate","repo_url":"https://github.com/JMLToulouse/FairLearning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"confidence-intervals-for-testing-disparate","repo_url":"https://github.com/wikistat/Fair-ML-4-Ethical-AI","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1807.06362","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}