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Estimation of Uncertainty Bounds on Disparate Treatment when using Proxies for the Protected Attribute.
Taha Racicot
Richard Khoury
Christophe Pere
Published in:
Canadian Conference on AI (2021)
Keyphrases
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upper bound
lower bound
attribute values
incomplete information
uncertain data
estimation algorithm
decision theory
query result size
neural network
worst case
parameter estimation
lower and upper bounds
estimation accuracy
importance sampling
uncertain information
medical treatment