Creating Unbiased Machine Learning Models by Design

Unintended bias against protected groups has become a key obstacle to the widespread adoption of machine learning methods. This work presents a modeling procedure that carefully builds models around protected class information in order to make sure that the final machine learning model is independen...

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Bibliographic Details
Main Authors: Joseph L. Breeden, Eugenia Leonova
Format: article
Language:EN
Published: MDPI AG 2021
Subjects:
Online Access:https://doaj.org/article/b9bac4d1e3e045759642b5816772143f
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