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...

Descripción completa

Detalles Bibliográficos
Autores principales: Ho, Sung Yang, Wong, Limsoon, Goh, Wilson Wen Bin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Perspective
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660406/
https://www.ncbi.nlm.nih.gov/pubmed/33205097
http://dx.doi.org/10.1016/j.patter.2020.100025

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660406/
https://www.ncbi.nlm.nih.gov/pubmed/33205097
http://dx.doi.org/10.1016/j.patter.2020.100025

Ejemplares similares