A survey on datasets for fairness-aware machine learning.
An object of class bn.fit. Refer to the documentation of bnlearn for details.
A discrete Bayesian network modeling the results of a promotion exam within a fire department. The DAG was taken from the referenced paper and the probabilities learned from the associated dataset (the variable Promoted was constructed manually). The vertices are:
The combined score (<70, >=70);
The oral exam schore (<70, >=70);
The desired promotion (Lieutenant, Captain);
Whether an individual obtains a promotion (FALSE, TRUE);
(White, Non-White);
The written exam score (<70, >=70);
Le Quy, T., Roy, A., Iosifidis, V., Zhang, W., & Ntoutsi, E. (2022). A survey on datasets for fairness-aware machine learning. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 12(3), e1452.