It's COMPASlicated: The Messy Relationship between RAI Datasets and Algorithmic Fairness Benchmarks

Risk assessment instrument (RAI) datasets, particularly ProPublica's COMPAS dataset, are commonly used in algorithmic fairness papers due to benchmarking practices of comparing algorithms on datasets used in prior work. In many cases, this data is used as a benchmark to demonstrate good perform...

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Bibliographic Details
Main Author: Bao, Michelle (Author)
Contributors: Zottola, Samantha ; Zhou, Angela ; Venkatasubramanian, Suresh ; Lum, Kristian ; Horowitz, Aaron ; Desmarais, Sarah ; Brubach, Brian
Format: Electronic Book
Language:English
Published: 2021
In:Year: 2021
Online Access: Volltext (kostenfrei)
Check availability: HBZ Gateway