PAC-Bayes and Fairness: Risk and Fairness Bounds on Distribution Dependent Fair Priors.

Luca Oneto Michele Donini Massimiliano Pontil

Published in: ESANN (2019)

Keyphrases

pac bayes
risk bounds
linear classifiers
data dependent
upper and lower bounds
envy free
learning algorithm
upper bound
sufficient conditions
large deviations