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Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML

Hilde J. P. Weerts, Florian Pfisterer, Matthias Feurer, Katharina Eggensperger, Edward Bergman, Noor H. Awad, Joaquin Vanschoren, Mykola Pechenizkiy, Bernd Bischl, Frank Hutter. Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML. J. Artif. Intell. Res. (JAIR), 79:639-677, 2024. [doi]

Authors

Hilde J. P. Weerts

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Florian Pfisterer

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Matthias Feurer

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Katharina Eggensperger

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Edward Bergman

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Noor H. Awad

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Joaquin Vanschoren

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Mykola Pechenizkiy

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Bernd Bischl

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Frank Hutter

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