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A General Framework for Fair Regression

Fairness, through its many forms and definitions, has become an important issue facing the machine learning community. In this work, we consider how to incorporate group fairness constraints into kernel regression methods, applicable to Gaussian processes, support vector machines, neural network reg...

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Bibliografiset tiedot
Julkaisussa:Entropy (Basel)
Päätekijät: Fitzsimons, Jack, Al Ali, AbdulRahman, Osborne, Michael, Roberts, Stephen
Aineistotyyppi: Artigo
Kieli:Inglês
Julkaistu: MDPI 2019
Aiheet:
Linkit:https://ncbi.nlm.nih.gov/pmc/articles/PMC7515270/
https://ncbi.nlm.nih.gov/pubmed/33267455
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e21080741
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