IEEE Standard for Evaluation Method of Machine Learning Fairness
NORMA vydaná dňa 26.5.2025
Označenie normy: IEEE 3198-2025
Dátum vydania normy: 26.5.2025
Počet strán: 37
Približná hmotnosť: 111 g (0.24 libier)
Krajina: Medzinárodná technická norma
Kategória: Technické normy IEEE
New IEEE Standard - Active.
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.
ISBN: 979-8-8557-2176-8, 979-8-8557-2177-5
Number of Pages: 37
Product Code: STD27916, STDPD27916
Keywords: bias, evaluation method, evaluation metric, fairness, IEEE 3198, machine learning
Category: Transformers