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Avoid Oversimplifications in Machine Learning: Going beyond the Class-Prediction Accuracy

Class-prediction accuracy provides a quick but superficial way of determining classifier performance. It does not inform on the reproducibility of the findings or whether the selected or constructed features used are meaningful and specific. Furthermore, the class-prediction accuracy oversummarizes...

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Detalles Bibliográficos
Publicado en:Patterns (N Y)
Main Authors: Ho, Sung Yang, Wong, Limsoon, Goh, Wilson Wen Bin
Formato: Artigo
Idioma:Inglês
Publicado: Elsevier 2020
Assuntos:
Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC7660406/
https://ncbi.nlm.nih.gov/pubmed/33205097
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.patter.2020.100025
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