FERMI: Fair Empirical Risk Minimization via Exponential Rényi Mutual Information.
Andrew LowyRakesh PavanSina BaharloueiMeisam RazaviyaynAhmad BeiramiPublished in: CoRR (2021)
Keyphrases
- empirical risk minimization
- mutual information
- shannon entropy
- information theoretic
- statistical learning theory
- uniform convergence
- feature selection
- similarity measure
- image registration
- vc dimension
- empirical risk
- phase transition
- computationally tractable
- rates of convergence
- generalization bounds
- theoretical framework
- decision trees
- machine learning
- information theory
- learning theory