Leveraging integer linear programming to learn optimal fair rule lists

DOI10.1007/978-3-031-08011-1_9zbMath1502.68253OpenAlexW4221153511MaRDI QIDQ2170192

Julien Ferry, Marie-José Huguet, Sébastien Gambs, Mohamed Siala, Ulrich Aïvodji

Publication date: 30 August 2022

Full work available at URL: https://doi.org/10.1007/978-3-031-08011-1_9

zbMATH Keywords

fairnessinterpretabilitymachine learningrule lists

Mathematics Subject Classification ID

Integer programming (90C10) Learning and adaptive systems in artificial intelligence (68T05)

Uses Software

• UCI-ml
• Mistral
• FairCORELS

Cites Work

• Learning Certifiably Optimal Rule Lists for Categorical Data
• Explanation-based weighted degree
• Interpretable machine learning: fundamental principles and 10 grand challenges
• Fairness through awareness

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