Beyond Accuracy-Fairness: Stop evaluating bias mitigation methods solely on between-group metrics.
Sofie GoethalsToon CaldersDavid MartensPublished in: CoRR (2024)
Keyphrases
- computational cost
- improved accuracy
- evaluation metrics
- benchmark datasets
- search engine
- genetic algorithm
- segmentation accuracy
- significant improvement
- evaluation criteria
- high accuracy
- empirical studies
- confusion matrix
- evaluation measures
- classification method
- cross validation
- error rate
- probabilistic model
- evolutionary algorithm
- feature space
- decision trees