Fairness in Risk Assessment Instruments - Post-Processing to Achieve Counterfactual Equalized Odds

Overview

Explore a 19-minute conference talk from the FAccT 2021 virtual event that delves into achieving fairness in risk assessment instruments through post-processing techniques. Learn about the concept of counterfactual equalized odds and its application in addressing bias in algorithmic decision-making systems. Gain insights from researchers A. Mishler, E. Kennedy, and A. Chouldechova as they present their findings on improving fairness in risk assessment tools. Understand the importance of post-processing methods in mitigating discrimination and promoting equitable outcomes in automated decision processes.

Syllabus

Fairness in Risk Assessment Instruments: Post-Processing to Achieve Counterfactual Equalized Odds

Taught by

ACM FAccT Conference

Reviews

Start your review of Fairness in Risk Assessment Instruments - Post-Processing to Achieve Counterfactual Equalized Odds

Taught by

Translation Tutorial - Causal Fairness Analysis

A Multi-Group Approach to Algorithmic Fairness - IPAM at UCLA

Fairness, Equality, and Power in Algorithmic Decision-Making

Translation Tutorial - Fairness and Friends

Building User Trust in Recommendations via Fairness and Explanations

Parole Denied - One Man's Fight Against a COMPAS Risk Assessment

Never Stop Learning.