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20232025
most citedOptimisation Strategies for Ensuring Fairness in Machine Learning: With and Without Demographics

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stat.CO2023

Importance is Important: Generalized Markov Chain Importance Sampling Methods

Guanxun Li, Aaron Smith, Quan Zhou

We show that for any multiple-try Metropolis algorithm, one can always accept the proposal and evaluate the importance weight that is needed to correct for the bias without extra c…