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Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing.
Sanghamitra Dutta
Dennis Wei
Hazar Yueksel
Pin-Yu Chen
Sijia Liu
Kush R. Varshney
Published in:
ICML (2020)
Keyphrases
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hypothesis testing
trade off
likelihood ratio
statistical tests
hypothesis tests
bias variance
robust statistical
test statistic
hypothesis test
computational complexity
null hypothesis
recursive algorithm
precision and recall
worst case
probability distribution
objective function
anatomical knowledge