{"id":203167,"date":"2025-01-06T00:49:22","date_gmt":"2025-01-06T06:49:22","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/01\/a-multi-objective-framework-for-balancing-fairness-and-accuracy-in-debiasing-machine-learning-models-a-multi-objective-framework-for-balancing-fairne"},"modified":"2025-01-06T00:49:22","modified_gmt":"2025-01-06T06:49:22","slug":"a-multi-objective-framework-for-balancing-fairness-and-accuracy-in-debiasing-machine-learning-models-a-multi-objective-framework-for-balancing-fairne","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/01\/a-multi-objective-framework-for-balancing-fairness-and-accuracy-in-debiasing-machine-learning-models-a-multi-objective-framework-for-balancing-fairne","title":{"rendered":"A Multi-Objective Framework for Balancing Fairness and Accuracy in Debiasing Machine Learning Models. A Multi-Objective Framework for Balancing Fairne"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/a-multi-objective-framework-for-balancing-fairness-and-accuracy-in-debiasing-machine-learning-models-a-multi-objective-framework-for-balancing-fairne2.jpg\"><\/a><\/p>\n<p>Machine learning algorithms significantly impact decision-making in high-stakes domains, necessitating a balance between fairness and accuracy. This study introduces an in-processing, multi-objective framework that leverages the Reject Option Classification (ROC) algorithm to simultaneously optimize fairness and accuracy while safeguarding protected attributes such as age and gender.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning algorithms significantly impact decision-making in high-stakes domains, necessitating a balance between fairness and accuracy. This study introduces an in-processing, multi-objective framework that leverages the Reject Option Classification (ROC) algorithm to simultaneously optimize fairness and accuracy while safeguarding protected attributes such as age and gender.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,6],"tags":[],"class_list":["post-203167","post","type-post","status-publish","format-standard","hentry","category-information-science","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/203167","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=203167"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/203167\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=203167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=203167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=203167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}