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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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Shranjeno v:
Bibliografske podrobnosti
izdano v:Patterns (N Y)
Main Authors: Ho, Sung Yang, Wong, Limsoon, Goh, Wilson Wen Bin
Format: Artigo
Jezik:Inglês
Izdano: Elsevier 2020
Teme:
Online dostop: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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