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Fairness-Aware Hyperparameter Optimization

Published in Open Repository of the University of Porto (University of Porto) • Jul 27, 2020
Authors:
André Miguel Ferreira da Cruz

Abstract

In recent years, increased usage of machine learning algorithms has been accompanied by several reports of machine bias in areas from recidivism assessment, to job-applicant screening tools, and estimating mortgage default risk. Additionally, recent advances in machine learning have prominently feat...

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