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Metrics and Algorithms for Locally Fair and Accurate Classifications using Ensembles

To obtain accurate predictions of classifiers, model ensembles comprising multiple trained machine learning models are nowadays used. In particular, dynamic model ensembles pick the most accurate model for each query object, by applying the model that performed best on similar data. Dynamic model en...

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Detalles Bibliográficos
Autores principales: Lässig, Nico, Oppold, Sarah, Herschel, Melanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8762451/
https://www.ncbi.nlm.nih.gov/pubmed/35069064
http://dx.doi.org/10.1007/s13222-021-00401-y