Generalizing group fairness in machine learning via utilities

DOI10.1613/jair.1.14238MaRDI QIDQ6535425

Jack Blandin, Ian A. Kash

Publication date: 20 December 2023

Published in: The Journal of Artificial Intelligence Research (JAIR) (Search for Journal in Brave)

zbMATH Keywords

machine learning

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Resource and cost allocation (including fair division, apportionment, etc.) (91B32)

Cites Work

• Doubly Robust Estimation in Missing Data and Causal Inference Models
• Fairness through awareness
• Principal Stratification in Causal Inference
• Human Decisions and Machine Predictions*
• Ranking with Fairness Constraints
• Causal Inference Using Potential Outcomes

Related Items (2)

Enforcing fairness using ensemble of diverse Pareto-optimal models ⋮ Fairness improvement for black-box classifiers with Gaussian process

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