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IEEE Standard for Evaluation Method of Machine Learning Fairness
IEEE Std 3198-2025
Year: 2025
IEEE - The Institute of Electrical and Electronics Engineers, Inc.
Abstract: A method for evaluating the fairness of machine learning is specified in this standard. Multiple causes contribute to the unfairness of machine learning. These causes of machine learning unfairness are categorized. The widely recognized and used definitions of machine learning fairness are presented. Various metrics corresponding to the definitions, and how to calculate the metrics are specified in this standard. Detailed conditions and procedures to set up the tests for evaluating machine learning fairness are given by the test cases in this document.
Subject: evaluation method
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Statistics
IEEE Standard for Evaluation Method of Machine Learning Fairness
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| contributor author | IEEE - The Institute of Electrical and Electronics Engineers, Inc. | |
| date accessioned | 2025-09-30T23:08:30Z | |
| date available | 2025-09-30T23:08:30Z | |
| date copyright | 26 May 2025 | |
| date issued | 2025 | |
| identifier other | 11015942.pdf | |
| identifier uri | http://yse.yabesh.ir/std;jsessionid=1CD6CD2E26C8035065AFB1B2D05A24C6/handle/yse/348589 | |
| description abstract | A method for evaluating the fairness of machine learning is specified in this standard. Multiple causes contribute to the unfairness of machine learning. These causes of machine learning unfairness are categorized. The widely recognized and used definitions of machine learning fairness are presented. Various metrics corresponding to the definitions, and how to calculate the metrics are specified in this standard. Detailed conditions and procedures to set up the tests for evaluating machine learning fairness are given by the test cases in this document. | |
| language | English | |
| publisher | IEEE - The Institute of Electrical and Electronics Engineers, Inc. | |
| title | IEEE Standard for Evaluation Method of Machine Learning Fairness | en |
| title | IEEE Std 3198-2025 | num |
| type | standard | |
| page | 37 | |
| tree | IEEE - The Institute of Electrical and Electronics Engineers, Inc.:;2025 | |
| contenttype | fulltext | |
| subject keywords | evaluation method | |
| subject keywords | bias | |
| subject keywords | evaluation metric | |
| subject keywords | fairness | |
| subject keywords | IEEE 3198 | |
| subject keywords | machine learning | |
| identifier DOI | 10.1109/IEEESTD.2025.11015942 |