Fairness improvement for black-box classifiers with Gaussian process

DOI10.1016/j.ins.2021.06.095OpenAlexW3177180004MaRDI QIDQ6066141

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Publication date: 12 December 2023

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2021.06.095

zbMATH Keywords

classificationGaussian processpost-processingfairness in machine learningblack-box pre-trained classifierdiscrimination-aware data miningfair classifier

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Cites Work

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• Fairness through awareness
• A Tutorial on Thompson Sampling
• Multi-objective Evolutionary Algorithms for the Risk-return Trade-off in Bank Loan Management
• Universality, Characteristic Kernels and RKHS Embedding of Measures

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