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Digital Stereotypes in HMI—The Influence of Feature Quantity Distribution in Deep Learning Models Training

This paper proposes a concept of Digital Stereotypes, observed during research on quantitative overrepresentation of one class over others, and its impact on the results of the training of Deep Learning models. The real-life observed data classes are rarely of the same size, and the intuition of pre...

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Detalles Bibliográficos
Autores principales: Antonowicz, Pawel, Podpora, Michal, Rut, Joanna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9500798/
https://www.ncbi.nlm.nih.gov/pubmed/36146087
http://dx.doi.org/10.3390/s22186739