Using Bias Parity Score to Find Feature-Rich Models with Least Relative Bias

Using Bias Parity Score to Find Feature-Rich Models with Least Relative Bias

Machine learning-based decision support systems bring relief and support to the decision-maker in many domains such as loan application acceptance, dating, hiring, granting parole, insurance coverage, and medical diagnoses. These support systems facilitate processing tremendous amounts of data to de...

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Bibliographic Details
Main Authors: Bhanu Jain, Manfred Huber, Ramez Elmasri, Leonidas Fegaras
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Technologies
Subjects:
disparate impact
artificial neural network (ANN)
deep learning
prediction
fair machine learning (ML)
recidivism
Online Access:https://www.mdpi.com/2227-7080/8/4/68

Internet

https://www.mdpi.com/2227-7080/8/4/68

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