Dynamic fairness - Breaking vicious cycles in automatic decision making

no code implementations • 1 Feb 2019 • Benjamin Paaßen, Astrid Bunge, Carolin Hainke, Leon Sindelar, Matthias Vogelsang

We establish a theoretic model in which even perfectly accurate classifiers which adhere to almost all common fairness definitions lead to stable long-term inequalities due to vicious cycles.

BIG-bench Machine Learning Decision Making +1