Bias in data‐driven artificial intelligence systems—An introductory survey

• Published in: Wiley interdisciplinary reviews. Data mining and knowledge discovery Vol. 10; no. 3
• Main Authors: Ntoutsi, Eirini, Fafalios, Pavlos, Gadiraju, Ujwal, Iosifidis, Vasileios, Nejdl, Wolfgang, Vidal, Maria‐Esther, Ruggieri, Salvatore, Turini, Franco, Papadopoulos, Symeon, Krasanakis, Emmanouil, Kompatsiaris, Ioannis, Kinder‐Kurlanda, Katharina, Wagner, Claudia, Karimi, Fariba, Fernandez, Miriam, Alani, Harith, Berendt, Bettina, Kruegel, Tina, Heinze, Christian, Broelemann, Klaus, Kasneci, Gjergji, Tiropanis, Thanassis, Staab, Steffen
• Format: Journal Article
• Language: English
• Published: Hoboken, USA Wiley Periodicals, Inc 01.05.2020
• Subjects: fairness; fairness‐aware AI; fairness‐aware machine learning; interpretability; responsible AI

Artificial Intelligence (AI)‐based systems are widely employed nowadays to make decisions that have far‐reaching impact on individuals and society. Their decisions might affect everyone, everywhere, and anytime, entailing concerns about potential human rights issues. Therefore, it is necessary to mo...