Bias in data-driven artificial intelligence systems-An introductory survey

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

doi:10.1002/widm.1356

Bias in data-driven artificial intelligence systems-An introductory survey

Author:

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

Keywords:

Science & Technology, Technology, Computer Science, Artificial Intelligence, Computer Science, Theory & Methods, Computer Science, fairness, fairness-aware AI, fairness-aware machine learning, interpretability, responsible AI, BLACK-BOX, DISCRIMINATION, CLASSIFICATION, CLASSIFIERS, 0801 Artificial Intelligence and Image Processing, 0804 Data Format, 0806 Information Systems, 4605 Data management and data science