20.500.12556/RUL-167857 Machine Bias a survey of issues Some recent applications of Artificial Intelligence, particularly machine learning, have been strongly criticised in general media and professional literature. Applications in domains of justice, employment and banking are often mentioned in this respect. The main critic is that these applications are biased with respect to so called protected attributes, such as race, gender and age. The most notorious example is the system COMPAS which is still in use in the American justice system despite severe criticism. The aim of our paper is to analyse the trends of discussion about bias in machine learning algorithms using the COMPAS as an example. The main problem we observed is that even in the field of AI, there is no generally agreed upon definition of bias which would enable operational use in preventing bias. Our conclusions are that (1) improved general education concerning AI is needed to enable better understanding of AI methods in everyday applications, and (2) better technical methods must be developed for reliably implementing generally accepted societal values such as equality and fairness in AI systems. machine learning artificial intelligence bias fairness discrimination COMPAS strojno učenje umetna inteligenca pristranskost pravičnost diskriminacija COMPAS true false true Angleški jezik Slovenski jezik Članek v reviji 2025-03-17 11:35:33 2025-03-17 11:35:34 2025-03-18 03:56:37 0000-00-00 00:00:00 2024 0 0 Str. 205-212 no. 2 Vol. 48 Jun. 2024 0000-00-00 Zaloznikova Objavljeno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.85 0350-5596 10.31449/inf.v48i2.5971 229142787 RAZ_Faric_Ana_2024.pdf RAZ_Faric_Ana_2024.pdf 1 0BD478DBB0EEE6C014E4EA4A37680D37 33f33a3b948978b5ed8a0fa0b5e97994516f5f786942cf121405a0b365149f01 232dbef9-031b-11f0-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=200727 https://www.informatica.si/index.php/informatica/article/view/5971 1 8de738fa-031a-11f0-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=200726 Fakulteta za računalništvo in informatiko 0 0 0