Prediction-Based Decisions and Fairness: A Catalogue of Choices, Assumptions, and Definitions

A recent flurry of research activity has attempted to quantitatively define "fairness" for decisions based on statistical and machine learning (ML) predictions. The rapid growth of this new field has led to wildly inconsistent terminology and notation, presenting a serious challenge for ca...

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Bibliographic Details
Main Author: Barocas, Solon (Author)
Contributors: Potash, Eric ; Mitchell, Shira ; Lum, Kristian ; D'Amour, Alexander
Format: Electronic Book
Language:English
Published: 2020
In:Year: 2020
Online Access: Volltext (kostenfrei)
Check availability: HBZ Gateway
Keywords:
Research