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A Joint Fairness Model with Applications to Risk Predictions for Under-represented Populations

In data collection for predictive modeling, under-representation of certain groups, based on gender, race/ethnicity, or age, may yield less-accurate predictions for these groups. Recently, this issue of fairness in predictions has attracted significant attention, as data-driven models are increasing...

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Detalles Bibliográficos
Autores principales: Do, Hyungrok, Nandi, Shinjini, Putzel, Preston, Smyth, Padhraic, Zhong, Judy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cornell University 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8132236/
https://www.ncbi.nlm.nih.gov/pubmed/34012993